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56th University of San Diego School of Law Commencement Program, 2013
Bibliographic record
VenueDigital USD (University of San Diego) · 2013
Typearticle
Languageen
FieldMedicine
TopicLegal Cases and Commentary
Canadian institutionsnot available
FundersU.S. Naval AcademyFogarty International CenterSonoma State UniversityInstitute on the Environment, University of MinnesotaCalifornia State University, FresnoCalifornia State University, SacramentoCalifornia State University, NorthridgeTemple UniversityUniversity of Illinois at ChicagoEastern Michigan UniversityUniversity of Colorado BoulderUniversity of California, IrvineBinghamton UniversityUniversity at BuffaloUniversity of North Carolina at Chapel HillCalifornia State University San MarcosReed CollegeDePaul UniversityUniversity of DenverUniversity of California, Los AngelesUniversity of Illinois at Urbana-ChampaignUniversity of British ColumbiaWellesley CollegeConcordia UniversityUniversity of Maryland, Baltimore CountySoongsil UniversityUniversity of LeedsCalifornia State University, FullertonPortland State UniversityOhio State UniversityJohns Hopkins UniversityUniversity of WarwickBoston CollegeUniversity of Nevada, RenoHaverford CollegeNew York Institute of TechnologyLoyola Marymount UniversityBowdoin CollegeYale School of ManagementSyracuse UniversityMontclair State UniversityUniversity of Massachusetts DartmouthFranklin and Marshall CollegeSwarthmore CollegeCreighton UniversityVassar CollegeUniversity of MemphisSouthern Methodist UniversityFurman UniversityUniversity of OregonUniversität InnsbruckLondon School of Economics and Political ScienceDartmouth CollegeGrinnell CollegeIllinois State UniversityCalifornia State University, Dominguez HillsCarleton CollegeBiola UniversityCase Western Reserve UniversityColorado CollegeUniversity of North TexasSchool of Law, University of San DiegoKent State UniversityEdinboro UniversityOld Dominion UniversityCalifornia State University Long BeachUniversity of Wisconsin-MadisonSt. Lawrence UniversityNorthwestern UniversityUniversity of La VerneNew Mexico State UniversityDuquesne UniversityFordham UniversityIdaho State UniversityUniversity of California, DavisUniversity of OklahomaBrandeis UniversitySt. Olaf CollegeChapman UniversityEastern Washington UniversityWestern Washington UniversityAmherst CollegePepperdine UniversityMontana State UniversityCollege of CharlestonWestern Kentucky UniversitySanta Clara UniversityBarnard CollegeBiogenColorado School of MinesMcGill UniversityHarvard UniversityGeorgia State UniversityUniversity of California, San DiegoCalifornia Polytechnic State University, San Luis ObispoWabash CollegeJames Madison UniversityOregon State UniversityUniversity of Nebraska-LincolnCollege of Engineering, Michigan State UniversityUniversity of WyomingUniversity of Alaska AnchorageJackson CollegeUniversity of RochesterUniversity of MissouriColby CollegeCarnegie Mellon UniversityTulane UniversityTexas Christian UniversityUniversity of PennsylvaniaUniversity of Science and Technology of ChinaWashington State UniversityUniversity of MiamiGeorgetown UniversityUniversity of WashingtonColgate UniversityMichigan State UniversityVirginia Commonwealth UniversityDrexel UniversityYonsei UniversityUniversity of the PacificBradley UniversityAuburn UniversityLOEWE Zentrum AdRIAUniversity of MichiganUniversity of MinnesotaFlorida State UniversityAzusa Pacific UniversityColorado State UniversityUniversity of MontanaUniversity of Michigan-DearbornBoise State UniversityPomona CollegeUniversity of Nevada, Las VegasCurtin University of TechnologyWashington and Lee UniversityUniversity of Northern IowaMiddle Tennessee State UniversityVillanova UniversityMarquette UniversityWichita State UniversityCalifornia State University, BakersfieldYork UniversityUniversity of Arkansas for Medical SciencesWake Forest UniversityHarvey Mudd CollegeEmory UniversityRice UniversityGeorge Washington UniversityUniversity of ConnecticutU.S. Department of Veterans AffairsBaylor UniversityUniversity of California, Santa BarbaraCalifornia State Polytechnic University, PomonaMassachusetts Institute of TechnologyUniversity of DaytonTexas Tech UniversityFairfield UniversityStonehill CollegePennsylvania State UniversityGustavus Adolphus CollegeWilliams CollegeSan Francisco State UniversityUtah State UniversityGoddard Space Flight CenterPrinceton UniversityUniversity of Notre DameUniversité de ParisColumbia UniversityNorthern Arizona UniversityUniversity of ChicagoYale UniversityButler UniversityIowa State UniversityUniversity of PittsburghRollins CollegeSalisbury UniversityWashington University in St. LouisBucknell UniversityBrigham Young UniversityWashburn UniversityNorth Dakota State UniversityCleveland State UniversityBrown UniversityCalifornia State University, ChicoNational Taiwan UniversityUniversity of Southern CaliforniaPurdue UniversityMacalester CollegePeking UniversitySeoul National UniversityUniversity of South CarolinaVanderbilt UniversityUniversity of CincinnatiWest Virginia UniversityU.S. Air Force AcademyArizona State UniversityKenyon CollegeSan Diego State UniversityUniversity of CaliforniaLoma Linda UniversityGeorge Mason UniversityUniversity of Arizona
KeywordsLaw libraryWork (physics)
DOInot available
Abstract
https://digital.sandiego.edu/law_commencement/1005/thumbnail.jpg
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.697
Threshold uncertainty score0.994
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.002 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.008 | 0.007 |
| Insufficient payload (model declined to judge) | 0.303 | 0.097 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
Opus teacher head0.016
GPT teacher head0.215
Teacher spread0.199 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
Study designNot applicable
Domainnot available
GenreOther
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".
Quick stats
Citations0
Published2013
Admission routes1
Has abstractyes