Use cases

Fix time entries before the bill goes out

Prismlet checks each time entry against your client's billing guidelines as a lawyer saves it, and flags block billing, vague wording and work the client won't pay for. Billing coordinators can start the pre-bill review from the flagged lines instead of the whole bill.

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Today

  • Lawyers write time narratives in a hurry, often days late, and a billing coordinator reads every line of the pre-bill by hand before it reaches the client.
  • Every entry needs the same read against the guidelines, and there are many of them, for example six a day for each lawyer.
  • Keyword lists catch the word "review", but they cannot tell "draft and revise motion", one task, from "draft motion; call client; email team", three.
  • Clients with outside counsel guidelines cut block-billed, vague and clerical entries after the bill is sent, and every cut counts against the firm's own realization.

What changes

  • Every entry is checked against the client's guidelines as the lawyer saves it, so what needs fixing shows while the work is still fresh.
  • Each entry gets a suggested UTBMS litigation task code and activity code for billing to accept or change.
  • Each answer carries how sure it is, so entries the prism is unsure about can go to a person too, not just the clear misses.
  • A billing coordinator's pre-bill pass can start from the flagged and unsure lines instead of the whole bill.
  • Each flag is a suggestion for the lawyer or the billing coordinator to act on; the prism never rewrites a narrative or decides what goes on the bill.

Try it on this example

Example · Time entry · associate, commercial litigation

Matter type: Commercial litigation

Time entry narrative

Draft outline of deposition questions for plant manager R. Ellison, focusing on the 2023 maintenance logs produced by defendant; office conference with associate K. Brennan re same; organize deposition exhibit binders; email to client re deposition scheduling.
  1. Is the narrative a description of work actually done?Yes92%
  2. Does the entry group two or more distinct tasks under one time charge?Yes95%
  3. Is any task in the narrative too vague for the client to tell what was done and why?No68%
  4. Does the entry include clerical or administrative work the client does not pay for?Yes98%
  5. Does the entry include a meeting, call or email among the firm's own people?Yes97%
  6. Does the entry include work the guidelines exclude other than clerical work and internal meetings?No88%
  7. Does the narrative contain anything unfit for the client's lawyers to read?No92%
  8. Which UTBMS litigation task code fits the main work in the entry?L330 Depositions100%
  9. Which UTBMS activity code fits the main work in the entry?A103 Draft or revise91%
  10. What should billing ask for before this entry goes on the bill?Send to billing review for excluded work85%

These are real answers stored from one run on this example.

Example · Invoice line · partner, commercial litigation, billed as L120

Timekeeper role, as billed: Partner

Matter type: Commercial litigation

Invoice line narrative

Legal research on enforceability of the arbitration clause in the 2021 distribution agreement under New York law; draft memo to client on strategy options if the distributor files suit; conference with associate D. Farrow re research plan; organize and index correspondence binders for deposition preparation.
  1. Is the narrative a description of work actually done?Yes93%
  2. Does the line group two or more distinct tasks under one time charge?Yes92%
  3. Is any task in the narrative too vague for the client to tell what was done and why?No71%
  4. Does the line include clerical or administrative work the client does not pay for?Yes93%
  5. Does the line include a meeting, call or email among the firm's own people?Yes96%
  6. Does the line include work the guidelines exclude other than clerical work and internal meetings?No88%
  7. Does the line include legal research?Yes96%
  8. Does the line bill work that a more junior timekeeper than the one named would normally do?Yes96%
  9. Which UTBMS litigation task code fits the main work in the line?L120 Analysis and strategy92%
  10. What should the approving lawyer do with this invoice line?Review for excluded work or staffing96%

These are real answers stored from one run on this example.

Test it on your own data

The quickest way to decide is a file run on your own records. A file run in the app answers up to 10,000 rows and gives you the file back with the answers added.

This is for the first prism, Fix time entries before the bill goes out. Each prism lists its own fields in "The prisms behind it" below.

What to send
A CSV or TSV file with column names in the first row, or a JSON array of objects, one item per row. You pick the column for each thing the prism reads: Time entry narrative; Matter type. A row's fields together take up to about 100,000 characters.
What comes back
The same rows with the prism's columns added: is_real_narrative, is_real_narrative_probability, block_billed, block_billed_probability, vague, vague_probability, clerical_task, clerical_task_probability, internal_conference, internal_conference_probability, other_excluded_work, other_excluded_work_probability, unprofessional_content, unprofessional_content_probability, task_code, task_code_probability, activity_code, activity_code_probability, suggested_step, suggested_step_probability. Each answer says how sure it is, so the unsure rows are easy to find and give to a person.
Against your team's answers
Add columns with the answers your team gave, and the app reports how often Prismlet agreed, question by question and at each cutoff, split by a column such as language or site, with every miss listed. Your team's answers stay in your browser.

How it reaches your team

Works today

  • Call the API from your time-entry or practice management system as each entry is saved
  • Run a file of up to 10,000 entries in the app, one time entry per row, up to about 100,000 characters a row

Built with you

  • We work with you to send each new entry from your time-entry system, such as iTimekeep or Aderant, as it is saved
  • We work with you to put each client's billing guidelines into its own prism, so each entry is read against its client's rules
  • We work with you to put each flag into the pre-bill review your billing coordinators already use

The prisms behind it

Fix time entries before the bill goes out10 questions

Fields

  • Time entry narrative
  • Matter type

Context

Outside counsel billing guidelines of client 10442, a US manufacturing company, as they apply to time entry narratives. Codes follow the ABA Uniform Task-Based Management System (UTBMS). 1. One task per entry. The client reduces or rejects entries that group several tasks under one time charge (block billing). One task described with more than one verb, such as "draft and revise motion", is one task. 2. Specific narratives. Each narrative states what was done, on which document, issue or witness, and why. The client rejects as vague any task described only as "work on file", "attention to matter", "review documents", "research", "trial preparation" or similar, with nothing more. 3. No clerical or administrative work, at any rate: scheduling, calendaring, filing, copying, scanning, printing, Bates labelling, organising files, binders or exhibits, data entry, updating the firm's systems, and preparing, reviewing or correcting the firm's own bills. 4. No internal conferences. The client does not pay for meetings, calls or emails among the firm's own lawyers and staff unless the client asked for the meeting. Communications with the client, opposing counsel, experts, the court and other outside parties are billable. 5. Other excluded work: time for a timekeeper new to the matter to learn the file; training and continuing legal education; local travel; conflict checks and engagement letters; answering the client's audit of the firm's bills; overtime meals and other overhead. 6. Narratives are read by the client's in-house lawyers. They must not contain remarks about the client or its staff, jokes, complaints about workload, or statements that work was redone because of the firm's own mistake. 7. Each entry carries a UTBMS task code and activity code. Hours, rates, time increments, daily limits and research approvals are checked by the firm's billing system and are not part of this review.

Questions

  1. Is the narrative a description of work actually done? Yes / No

    Read the time entry narrative. Does it describe work done on the matter, in words written for this entry? Yes: The narrative describes work, however briefly or badly. No: The narrative is blank, a placeholder such as "TBD", "see above" or "time", or template text not written for this entry.

  2. Does the entry group two or more distinct tasks under one time charge? Yes / No

    Rule 1 of the billing guidelines forbids block billing. Read the time entry narrative. Does it describe two or more distinct tasks in one entry without saying how the time splits between them? One task described with several verbs, such as "draft and revise motion", is one task. Yes: Two or more distinct tasks appear and the time is not split between them. No: The narrative describes one task, or gives the time for each task separately.

  3. Is any task in the narrative too vague for the client to tell what was done and why? Yes / No

    Rule 2 of the billing guidelines asks every narrative to state what was done, on which document, issue or witness, and why. Read the time entry narrative task by task. Is any task described so generally that a client reading only this narrative could not tell what was done or what it was for? Yes: At least one task is described only in generic words such as "work on file", "attention to matter", "review documents" or "research". No: Every task names what was done and the document, issue, witness or purpose it concerned. A task that points back to the one before it, such as "re same", takes that task's subject.

  4. Does the entry include clerical or administrative work the client does not pay for? Yes / No

    Rule 3 of the billing guidelines excludes clerical and administrative work at any rate. Read the time entry narrative. Does any part of it describe scheduling, calendaring, filing, copying, scanning, printing, Bates labelling, organising files, binders or exhibits, data entry, updating the firm's systems, or work on the firm's own bills? Yes: At least one task in the entry is clerical or administrative work of that kind. No: Every task in the entry is legal or substantive work. Reviewing or analysing documents for their content is not clerical.

  5. Does the entry include a meeting, call or email among the firm's own people? Yes / No

    Rule 4 of the billing guidelines excludes meetings, calls and emails among the firm's own lawyers and staff. Read the time entry narrative. Does any part of it describe communication only among people at the firm? Treat a person as firm staff when the narrative calls them an associate, partner, paralegal, colleague or team member, or says "internal" or "office conference". Yes: At least one task is a meeting, call or email among firm people, and the narrative does not say the client asked for it. No: No such task appears, or every communication in the entry is with the client, opposing counsel, an expert, the court or another outside party.

  6. Does the entry include work the guidelines exclude other than clerical work and internal meetings? Yes / No

    Rule 5 of the billing guidelines lists further work the client does not pay for: time for a timekeeper new to the matter to learn the file, training and continuing legal education, local travel, conflict checks and engagement letters, answering the client's audit of the bills, overtime meals and other overhead. Read the time entry narrative. Does any part of it describe work on that list? Clerical work and internal meetings are asked about separately and do not count here. Yes: At least one task in the entry is work on the rule 5 list. No: No task in the entry is on the rule 5 list.

  7. Does the narrative contain anything unfit for the client's lawyers to read? Yes / No

    Rule 6 of the billing guidelines: the client's in-house lawyers read every narrative. Read the time entry narrative. Does it contain a remark about the client or its staff, a joke, a complaint about workload, or a statement that work was redone because of the firm's own mistake? Yes: The narrative contains at least one such remark or admission. No: The narrative is neutral and factual throughout.

  8. Which UTBMS litigation task code fits the main work in the entry? Choice

    Read the matter type and the time entry narrative. Choose the UTBMS litigation task code for the main work in the entry: the task that most of the narrative is about. If the entry is block billed, code the task described in most detail. Choose "Not litigation work" when the matter or the work is transactional, advisory or otherwise outside litigation.

    • L110 Fact investigation and development Finding out the facts: interviewing the client or witnesses informally, gathering and reading background records outside formal discovery.
    • L120 Analysis and strategy Thinking about the case as a whole: case theory, strategy memos, assessing claims, defences and risk.
    • L130 Experts and consultants Finding, retaining and working with experts or consultants before expert discovery begins.
    • L140 Document and file management Managing the matter's own documents and databases, as distinct from producing documents to the other side.
    • L150 Budgeting Preparing or revising the budget for the matter.
    • L160 Settlement and non-binding ADR Settlement analysis and negotiation, mediation and other non-binding dispute resolution.
    • L210 Pleadings Complaints, answers, counterclaims, third-party claims and amendments to them.
    • L220 Preliminary injunctions and provisional remedies Temporary restraining orders, preliminary injunctions, attachment and other interim relief.
    • L230 Court mandated conferences Preparing for and attending scheduling, status and pretrial conferences the court requires.
    • L240 Dispositive motions Motions to dismiss, for judgment on the pleadings and for summary judgment.
    • L250 Other written motions and submissions Non-dispositive motions before trial that are not discovery motions, such as motions to transfer, amend or stay.
    • L260 Class action certification and notice Class certification motions and notice to class members.
    • L310 Written discovery Interrogatories, requests for admission and requests for production, served or answered.
    • L320 Document production Collecting, reviewing and producing documents, and reviewing documents the other side produced.
    • L330 Depositions Preparing for, taking, defending and summarising depositions of fact witnesses, including deposition outlines and exhibits.
    • L340 Expert discovery Expert reports, expert depositions and other discovery about experts.
    • L350 Discovery motions Motions to compel, for protective orders and other discovery disputes before the court.
    • L410 Fact witnesses Preparing fact witnesses for their trial testimony.
    • L420 Expert witnesses Preparing expert witnesses for their trial testimony.
    • L430 Written motions and submissions at trial Motions in limine, trial briefs, proposed jury instructions and other written submissions for trial.
    • L440 Trial preparation and support Trial preparation not tied to a witness or a written submission, such as trial exhibits and logistics.
    • L450 Trial and hearing attendance Attending trial or an evidentiary hearing.
    • L460 Post-trial motions and submissions Motions for a new trial, for judgment as a matter of law, and on costs after trial.
    • L470 Enforcement Enforcing or collecting on a judgment.
    • L510 Appellate motions and submissions Notices of appeal and motions in the appeal court.
    • L520 Appellate briefs Researching and writing the briefs on appeal.
    • L530 Oral argument Preparing for and presenting oral argument on appeal.
    • Not litigation work The matter or the work is transactional, advisory, regulatory or otherwise not litigation, so no litigation task code applies.
  9. Which UTBMS activity code fits the main work in the entry? Choice

    Read the time entry narrative. Choose the UTBMS activity code for the main work in the entry: the task that most of the narrative is about. If the entry is block billed, code the task described in most detail.

    • A101 Plan and prepare for Getting ready for a later task, such as a hearing or a meeting, where no document is being drafted.
    • A102 Research Legal or factual research.
    • A103 Draft or revise Writing or editing a document, including outlines, memos, pleadings, motions and letters.
    • A104 Review or analyse Reading and analysing documents written by someone else.
    • A105 Communicate within the firm Meetings, calls and emails among the firm's own people.
    • A106 Communicate with the client Meetings, calls and emails with the client.
    • A107 Communicate with other outside counsel Communication with other firms acting for the same client or for co-parties on the same side.
    • A108 Communicate with other external parties Communication with opposing counsel, experts, court staff and other outsiders.
    • A109 Appear for or attend Attending a hearing, deposition, meeting or trial in person or remotely.
    • A110 Manage data or files Organising, coding and managing documents and data.
  10. What should billing ask for before this entry goes on the bill? Choice

    Read the time entry narrative against the billing guidelines in the context. Suggest the step a billing coordinator should take before the entry reaches the client. A person makes every change; this only suggests where to start. When more than one step fits, choose the one lowest in the list.

    • Bill as written One specific task the client pays for, with nothing vague, excluded or unfit to read.
    • Ask the lawyer to rewrite it The work is billable but the narrative is a placeholder, is too vague, or contains a remark the client should not read.
    • Ask the lawyer to split it The entry groups several tasks under one time charge, and every task in it is work the client pays for.
    • Send to billing review for excluded work Part or all of the entry is work the guidelines exclude (clerical work, internal meetings or other excluded work), whether or not it is also block billed or vague. A person decides whether to mark it no charge.

Lens columns

is_real_narrative, is_real_narrative_probability, block_billed, block_billed_probability, vague, vague_probability, clerical_task, clerical_task_probability, internal_conference, internal_conference_probability, other_excluded_work, other_excluded_work_probability, unprofessional_content, unprofessional_content_probability, task_code, task_code_probability, activity_code, activity_code_probability, suggested_step, suggested_step_probability

This prism on its own page
Check outside counsel invoice lines against your guidelines10 questions

Fields

  • Invoice line narrative
  • Timekeeper role, as billed
  • Matter type

Context

Outside counsel guidelines of Norrfield Software, a business software company, as they apply to the narratives on law firm invoices. Every firm on Norrfield's panel agreed to them when it was engaged. Invoices arrive on the e-billing platform one line per time entry, with UTBMS codes. Each line is read here before the approving lawyer in Norrfield's legal team sees the invoice. The answers point the approver at lines to look at; the approver decides every query and every reduction, and the firm can answer each one. 1. One task per entry. Norrfield queries entries that group several tasks under one time charge (block billing). One task described with more than one verb, such as "draft and revise motion", is one task. 2. Specific narratives. Each narrative states what was done, on which document, issue or witness, and why. Norrfield queries as vague any task described only as "work on file", "attention to matter", "review documents", "research", "trial preparation" or similar, with nothing more. 3. No clerical or administrative work, at any rate: scheduling, calendaring, filing, copying, scanning, printing, Bates labelling, organising files, binders or exhibits, data entry, updating the firm's systems, and preparing, reviewing or correcting the firm's own bills. 4. No internal conferences. Norrfield does not pay for meetings, calls or emails among the firm's own lawyers and staff unless Norrfield asked for the meeting. Communications with Norrfield, opposing counsel, experts, the court and other outside parties are billable. 5. Other excluded work: time for a timekeeper new to the matter to learn the file; training and continuing legal education; local travel; conflict checks and engagement letters; answering Norrfield's questions about the firm's bills; overtime meals and other overhead. 6. Staffing. Work is done by the most junior timekeeper who can do it well. Norrfield does not pay partner, counsel or associate time for work a paralegal would normally do, such as indexing or organising documents, first-level document review, cite-checking or preparing routine filings, or partner time for work a junior associate would normally do. 7. Legal research of more than three hours on one issue needs Norrfield's written approval in advance. 8. Each line carries the UTBMS task code for the work it describes. Rates, hours, time increments, budgets and research approvals are checked by the e-billing platform and by code, not here. Code also compares the task code the firm billed with the one answered here.

Questions

  1. Is the narrative a description of work actually done? Yes / No

    Read the invoice line narrative. Does it describe work done on the matter, in words written for this line? Yes: The narrative describes work, however briefly or badly. No: The narrative is blank, a placeholder such as "TBD", "see above" or "time", or template text not written for this line.

  2. Does the line group two or more distinct tasks under one time charge? Yes / No

    Rule 1 of the guidelines forbids block billing. Read the invoice line narrative. Does it describe two or more distinct tasks in one line without saying how the time splits between them? One task described with several verbs, such as "draft and revise motion", is one task. Yes: Two or more distinct tasks appear and the time is not split between them. No: The narrative describes one task, or gives the time for each task separately.

  3. Is any task in the narrative too vague for the client to tell what was done and why? Yes / No

    Rule 2 of the guidelines asks every narrative to state what was done, on which document, issue or witness, and why. Read the invoice line narrative task by task. Is any task described so generally that a reader of this line alone could not tell what was done or what it was for? Yes: At least one task is described only in generic words such as "work on file", "attention to matter", "review documents" or "research". No: Every task names what was done and the document, issue, witness or purpose it concerned. A task that points to another task on the line, such as "re research plan", takes that task's subject.

  4. Does the line include clerical or administrative work the client does not pay for? Yes / No

    Rule 3 of the guidelines excludes clerical and administrative work at any rate. Read the invoice line narrative. Does any part of it describe scheduling, calendaring, filing, copying, scanning, printing, Bates labelling, organising files, binders or exhibits, data entry, updating the firm's systems, or work on the firm's own bills? Yes: At least one task in the line is clerical or administrative work of that kind. No: Every task in the line is legal or substantive work. Reviewing or analysing documents for their content is not clerical.

  5. Does the line include a meeting, call or email among the firm's own people? Yes / No

    Rule 4 of the guidelines excludes meetings, calls and emails among the firm's own lawyers and staff. Read the invoice line narrative. Does any part of it describe communication only among people at the firm? Treat a person as firm staff when the narrative calls them an associate, partner, paralegal, colleague or team member, or says "internal" or "office conference". Yes: At least one task is a meeting, call or email among firm people, and the narrative does not say Norrfield asked for it. No: No such task appears, or every communication in the line is with Norrfield, opposing counsel, an expert, the court or another outside party.

  6. Does the line include work the guidelines exclude other than clerical work and internal meetings? Yes / No

    Rule 5 of the guidelines lists further work Norrfield does not pay for: time for a timekeeper new to the matter to learn the file, training and continuing legal education, local travel, conflict checks and engagement letters, answering Norrfield's questions about the bills, overtime meals and other overhead. Read the invoice line narrative. Does any part of it describe work on that list? Clerical work and internal meetings are asked about separately and do not count here. Yes: At least one task in the line is work on the rule 5 list. No: No task in the line is on the rule 5 list.

  7. Does the line include legal research? Yes / No

    Rule 7 of the guidelines needs advance approval for more than three hours of research on one issue. Code checks the hours and the approvals; this question only says whether research is billed. Read the invoice line narrative. Yes: At least one task is legal research: finding and reading cases, statutes, regulations or commentary on a point of law. No: No task is legal research. Reading the documents in the matter, or finding out the facts, is not legal research.

  8. Does the line bill work that a more junior timekeeper than the one named would normally do? Yes / No

    Rule 6 of the guidelines asks for work to be done by the most junior timekeeper who can do it well. Read the timekeeper role and the invoice line narrative. Judge each task by the kind of work it is, not by how well it was done. Yes: At least one task is work a paralegal would normally do, such as indexing or organising documents, first-level review, cite-checking or preparing a routine filing, billed by a lawyer; or work a junior associate would normally do billed by a partner. No: Every task suits the timekeeper's role, or the timekeeper is a paralegal.

  9. Which UTBMS litigation task code fits the main work in the line? Choice

    Read the matter type and the invoice line narrative. Choose the UTBMS litigation task code for the main work in the line: the task that most of the narrative is about. If the line is block billed, code the task described in most detail. Choose "Not litigation work" when the matter or the work is transactional, advisory or otherwise outside litigation. Code compares this answer with the code the firm billed.

    • L110 Fact investigation and development Finding out the facts: interviewing the client or witnesses informally, gathering and reading background records outside formal discovery.
    • L120 Analysis and strategy Thinking about the case as a whole: case theory, strategy memos, assessing claims, defences and risk.
    • L130 Experts and consultants Finding, retaining and working with experts or consultants before expert discovery begins.
    • L140 Document and file management Managing the matter's own documents and databases, as distinct from producing documents to the other side.
    • L150 Budgeting Preparing or revising the budget for the matter.
    • L160 Settlement and non-binding ADR Settlement analysis and negotiation, mediation and other non-binding dispute resolution.
    • L210 Pleadings Complaints, answers, counterclaims, third-party claims and amendments to them.
    • L220 Preliminary injunctions and provisional remedies Temporary restraining orders, preliminary injunctions, attachment and other interim relief.
    • L230 Court mandated conferences Preparing for and attending scheduling, status and pretrial conferences the court requires.
    • L240 Dispositive motions Motions to dismiss, for judgment on the pleadings and for summary judgment.
    • L250 Other written motions and submissions Non-dispositive motions before trial that are not discovery motions, such as motions to transfer, amend or stay.
    • L260 Class action certification and notice Class certification motions and notice to class members.
    • L310 Written discovery Interrogatories, requests for admission and requests for production, served or answered.
    • L320 Document production Collecting, reviewing and producing documents, and reviewing documents the other side produced.
    • L330 Depositions Preparing for, taking, defending and summarising depositions of fact witnesses, including deposition outlines and exhibits.
    • L340 Expert discovery Expert reports, expert depositions and other discovery about experts.
    • L350 Discovery motions Motions to compel, for protective orders and other discovery disputes before the court.
    • L410 Fact witnesses Preparing fact witnesses for their trial testimony.
    • L420 Expert witnesses Preparing expert witnesses for their trial testimony.
    • L430 Written motions and submissions at trial Motions in limine, trial briefs, proposed jury instructions and other written submissions for trial.
    • L440 Trial preparation and support Trial preparation not tied to a witness or a written submission, such as trial exhibits and logistics.
    • L450 Trial and hearing attendance Attending trial or an evidentiary hearing.
    • L460 Post-trial motions and submissions Motions for a new trial, for judgment as a matter of law, and on costs after trial.
    • L470 Enforcement Enforcing or collecting on a judgment.
    • L510 Appellate motions and submissions Notices of appeal and motions in the appeal court.
    • L520 Appellate briefs Researching and writing the briefs on appeal.
    • L530 Oral argument Preparing for and presenting oral argument on appeal.
    • Not litigation work The matter or the work is transactional, advisory, regulatory or otherwise not litigation, so no litigation task code applies.
  10. What should the approving lawyer do with this invoice line? Choice

    Read the invoice line narrative and the timekeeper role against the guidelines in the context. Suggest where the approving lawyer should start with this line. The approver makes every decision and the firm can answer every query; this only suggests a starting point. When more than one step fits, choose the one lowest in the list.

    • Approve as billed One specific task Norrfield pays for, billed by a timekeeper suited to it, with nothing vague or excluded.
    • Ask the firm to describe the work The work looks billable, but the narrative is a placeholder or too vague to tell what was done and why.
    • Ask the firm to split the time The line groups several tasks under one time charge, and every task in it is work Norrfield pays for at this timekeeper's level.
    • Review for excluded work or staffing Part or all of the line is work the guidelines exclude (clerical work, internal meetings or other excluded work), or work billed at a more senior level than it needs, whether or not the line is also block billed or vague. The approver decides whether to query it.

Lens columns

is_real_narrative, is_real_narrative_probability, block_billed, block_billed_probability, vague, vague_probability, clerical_task, clerical_task_probability, internal_conference, internal_conference_probability, other_excluded_work, other_excluded_work_probability, legal_research, legal_research_probability, role_too_senior, role_too_senior_probability, task_code, task_code_probability, suggested_step, suggested_step_probability

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