{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":9,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":9,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"1c27fecabef1","filters":{"venue":"Open Scholarship Initiative Proceedings"}},"results":[{"id":"W2310619103","doi":"10.13021/g8x88s","title":"What Is Open?","year":2016,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Association of Research Libraries","funders":"","keywords":"Open access publishing; Publishing; Computer science; World Wide Web; Point (geometry); Open data; Internet privacy; Public relations; Political science; Law; Mathematics","authors":[{"name":"Rick Anderson","is_ca":false},{"name":"Seth Denbo","is_ca":false},{"name":"Diane J Graves","is_ca":false},{"name":"Susan Haigh","is_ca":true},{"name":"Steven P. Hill","is_ca":false},{"name":"Martin R. Kalfatovic","is_ca":false},{"name":"Roy Kaufman","is_ca":false},{"name":"Catherine Murray-Rust","is_ca":false},{"name":"Kathleen Shearer","is_ca":false},{"name":"Dick Wilder","is_ca":false},{"name":"Alice Wise","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7956964088141127,"gpt":0.6277129605866717,"spread":0.167983448227441,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.02598333,0.0004673681,0.001470058,0.003520994,0.008594363,0.03176027,0.001906709,0.007063575,0.0229836],"category_scores_gemma":[0.08441531,0.000371571,0.000884009,0.004808107,0.03144673,0.04023795,0.007958372,0.008137515,0.00700686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005405926,"about_ca_system_score_gemma":0.01437878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003575991,"about_ca_topic_score_gemma":0.003718808,"domain_scores_codex":[0.9556166,0.01962804,0.002334764,0.004348866,0.01468236,0.003389397],"domain_scores_gemma":[0.9476194,0.0253505,0.004119484,0.007132093,0.009101874,0.006676751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002970988,0.00003692873,0.001845249,0.0003433999,0.00003235717,0.000183337,0.007195469,0.0000888199,0.0001255108,0.8593038,0.06455414,0.06626127],"study_design_scores_gemma":[0.000006185592,0.00001389826,0.0008110409,0.001099154,0.00001789415,0.0001948578,0.01209059,0.00007341521,0.0001364447,0.504626,0.4809007,0.00002982306],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01050851,0.020112,0.01147747,0.4879146,0.01072648,0.00008619125,0.000470935,0.0001256609,0.4585783],"genre_scores_gemma":[0.6842728,0.04369723,0.01265544,0.1453699,0.01615749,0.0004626086,0.001157164,0.0005728384,0.0956545],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9980933,"threshold_uncertainty_score":0.1374146,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4244994113","doi":"10.13021/g89k55","title":"The Journal Impact Factor and its discontents: steps toward responsible metrics and better research assessment","year":2016,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Impact factor; Citation; Scholarship; Declaration; Citation impact; Quality (philosophy); Political science; Metric (unit); Public relations; Computer science; Library science; Business; Marketing; Law","authors":[{"name":"J. Roberto F. Arruda","is_ca":false},{"name":"Robin Champieux","is_ca":false},{"name":"Colleen Cook","is_ca":true},{"name":"Mary Ellen K. Davis","is_ca":false},{"name":"Richard Gedye","is_ca":false},{"name":"Laurie Goodman","is_ca":false},{"name":"Neil Jacobs","is_ca":false},{"name":"David Ross","is_ca":false},{"name":"Stuart C. Taylor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.9026090047239823,"gpt":0.6611413626244598,"spread":0.2414676420995225,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.671469,0.004787493,0.009409606,0.04884109,0.02647408,0.1244866,0.01538958,0.03045977,0.008420284],"category_scores_gemma":[0.8293999,0.004660263,0.005439213,0.05195983,0.06585835,0.1001062,0.03753866,0.06852672,0.009118306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04765511,"about_ca_system_score_gemma":0.2111262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01635827,"about_ca_topic_score_gemma":0.008828104,"domain_scores_codex":[0.3157447,0.3596533,0.09571189,0.01583153,0.2034642,0.009594519],"domain_scores_gemma":[0.07198416,0.5767623,0.03651519,0.06919916,0.2178115,0.0277276],"domain_codex":"methods","domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000864113,0.0003223742,0.004752615,0.003090523,0.0001833799,0.0001347537,0.01753406,0.0007676421,0.0005491861,0.3812103,0.3434909,0.2478779],"study_design_scores_gemma":[0.00005891934,0.0001734587,0.003736011,0.009379082,0.00007554499,0.0001596476,0.01314558,0.00189809,0.0008209478,0.3444549,0.6256066,0.0004912385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001480544,0.01314543,0.07400531,0.8702171,0.02189747,0.001043111,0.000483319,0.001673988,0.0160536],"genre_scores_gemma":[0.08853438,0.03090375,0.6581863,0.1556979,0.03087163,0.01315018,0.002079645,0.005982849,0.01459346],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9511589,"threshold_uncertainty_score":0.4051372,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233559762","doi":"10.13021/g8vg6g","title":"Report from the \"What Is Open?\" Workgroup","year":2016,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Association of Research Libraries","funders":"","keywords":"Workgroup; Openness to experience; Computer science; Publishing; Scholarship; World Wide Web; Open data; Point (geometry); Data science; Political science; Psychology; Mathematics; Law","authors":[{"name":"Rick Anderson","is_ca":false},{"name":"Seth Denbo","is_ca":false},{"name":"Diane J Graves","is_ca":false},{"name":"Susan Haigh","is_ca":true},{"name":"Steven P. Hill","is_ca":false},{"name":"Martin R. Kalfatovic","is_ca":false},{"name":"Roy Kaufman","is_ca":false},{"name":"Catherine Murray-Rust","is_ca":false},{"name":"Kathleen Shearer","is_ca":false},{"name":"Dick Wilder","is_ca":false},{"name":"Alice Wise","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7550313351757388,"gpt":0.6000422360617933,"spread":0.1549890991139455,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.02092017,0.001420155,0.0008923452,0.004160914,0.005468367,0.00863534,0.002822164,0.008147497,0.1324648],"category_scores_gemma":[0.04167288,0.0004739221,0.001589394,0.003418089,0.001729722,0.007736047,0.01323147,0.007098646,0.07275699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005242287,"about_ca_system_score_gemma":0.01401316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007592359,"about_ca_topic_score_gemma":0.006889495,"domain_scores_codex":[0.9861415,0.002676677,0.0005730416,0.001305413,0.007115351,0.002187933],"domain_scores_gemma":[0.9562554,0.01071756,0.001843924,0.003765518,0.01807736,0.009340221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006364642,0.00003882851,0.0002760465,0.0001591656,0.000004077955,0.00002982704,0.000527959,0.00002903939,0.0002032144,0.003363675,0.9828531,0.01245154],"study_design_scores_gemma":[0.00001354368,0.00002148985,0.001028151,0.0002592335,0.000006191254,0.00001452978,0.001039998,0.00003396071,0.0003379533,0.00190049,0.995331,0.00001346856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.007133068,0.009803354,0.006106711,0.4607162,0.1326483,0.002880138,0.04132167,0.001161517,0.338229],"genre_scores_gemma":[0.03695488,0.009405697,0.005442074,0.1134017,0.03856757,0.007849212,0.05407169,0.002303954,0.7320033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9971778,"threshold_uncertainty_score":0.443139,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2768072253","doi":"10.13021/g8osi.1.2017.1933","title":"Culture of Communication Workgroup Report","year":2017,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"Canadian Association of Research Libraries","funders":"Canadian Association of Research Libraries; Villanova University; George Washington University; Dartmouth College; Association of Research Libraries","keywords":"Workgroup; General partnership; Public relations; Skepticism; Work (physics); Knowledge management; Business; Political science; Computer science; Engineering","authors":[{"name":"Barbara DeFelice","is_ca":false},{"name":"Susan Haigh","is_ca":true},{"name":"Barrett Matthews","is_ca":false},{"name":"Dan Morgan","is_ca":false},{"name":"Eric L Olson","is_ca":false},{"name":"Leslie J. Reynolds","is_ca":false},{"name":"Rachel G. Samberg","is_ca":false},{"name":"Jason Steinhauer","is_ca":false},{"name":"Mary Yess","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2770608734272126,"gpt":0.4541020001279095,"spread":0.1770411267006969,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06130237,0.000923324,0.0006110785,0.004568847,0.02919267,0.02441758,0.003684886,0.003962193,0.02872859],"category_scores_gemma":[0.08397654,0.0005926164,0.0007431524,0.003791753,0.00693989,0.01050063,0.0219605,0.01046757,0.007941097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01326079,"about_ca_system_score_gemma":0.0289668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0185971,"about_ca_topic_score_gemma":0.01227953,"domain_scores_codex":[0.9431393,0.02920152,0.002625789,0.003538396,0.01525466,0.006240359],"domain_scores_gemma":[0.8607669,0.03026647,0.005888242,0.01600463,0.04713884,0.03993487],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001597924,0.0009034032,0.01257014,0.0003443079,0.00003624161,0.0005556269,0.3266432,0.0002112414,0.001764109,0.0685909,0.4548315,0.1333896],"study_design_scores_gemma":[0.00001958909,0.0001692544,0.005911518,0.0003059265,0.00001348285,0.0001394407,0.1906703,0.0001892104,0.0009904774,0.004577052,0.7969154,0.00009842119],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1535434,0.002208651,0.0169665,0.2894219,0.02847759,0.002808167,0.002792238,0.001305559,0.5024761],"genre_scores_gemma":[0.6494744,0.00216848,0.007582422,0.01962195,0.003159115,0.005163779,0.003640222,0.001201296,0.3079883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9755824,"threshold_uncertainty_score":0.3242018,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4240264479","doi":"10.13021/g87k5j","title":"Impact Factors","year":2016,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Readability; Openness to experience; Visibility; Quality (philosophy); Key (lock); Scholarship; Publishing; Public relations; Tracking (education); Political science; Marketing; Business; Computer science; Sociology; Psychology; Social psychology; Law; Computer security; Epistemology; Pedagogy; Geography","authors":[{"name":"J. Roberto F. Arruda","is_ca":false},{"name":"Robin Champieux","is_ca":false},{"name":"Colleen Cook","is_ca":true},{"name":"Mary Ellen K. Davis","is_ca":false},{"name":"Richard Gedye","is_ca":false},{"name":"Laurie Goodman","is_ca":false},{"name":"Neil Jacobs","is_ca":false},{"name":"David Ross","is_ca":false},{"name":"Stuart C. Taylor","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.8111945142120909,"gpt":0.6407476752294909,"spread":0.1704468389825999,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02245399,0.001299744,0.001649333,0.01907241,0.001701682,0.005463828,0.00146685,0.001357903,0.09195907],"category_scores_gemma":[0.1224436,0.0003319634,0.00315879,0.02281155,0.001511296,0.004143689,0.002834711,0.002042083,0.02531385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003780957,"about_ca_system_score_gemma":0.006075503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004780743,"about_ca_topic_score_gemma":0.006275773,"domain_scores_codex":[0.9584012,0.007389215,0.005195557,0.00219242,0.02498648,0.001835147],"domain_scores_gemma":[0.8895916,0.04844557,0.0112766,0.006276608,0.03865514,0.005754446],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001284494,0.001005054,0.2176472,0.005407214,0.001075437,0.0002578244,0.004061954,0.002032622,0.001350354,0.04945969,0.210991,0.5054271],"study_design_scores_gemma":[0.0001209936,0.0009313953,0.2381987,0.001830347,0.0005627407,0.000633481,0.003998349,0.0009837424,0.001055613,0.02213319,0.7293142,0.0002371262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1165858,0.009718764,0.0293803,0.008495917,0.002734035,0.007647579,0.1154077,0.00191921,0.7081106],"genre_scores_gemma":[0.7533692,0.006831672,0.05224505,0.003152333,0.001517933,0.006923292,0.05438869,0.0009871416,0.1205846],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9809276,"threshold_uncertainty_score":0.3076338,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4230240615","doi":"10.13021/g8z883","title":"Report from the Participation in the Current System Workgroup","year":2016,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Workgroup; Incentive; Publishing; Public relations; Perception; Current (fluid); Political science; Business; Psychology; Computer science; Economics; Engineering; Law; Electrical engineering; Microeconomics","authors":[{"name":"Nancy Davenport","is_ca":false},{"name":"Barbara DeFelice","is_ca":false},{"name":"Gary Evoniuk","is_ca":false},{"name":"Pollyanne Frantz","is_ca":false},{"name":"Julie Hannaford","is_ca":true},{"name":"Jeff Mackie-Mason","is_ca":false},{"name":"Jane Dammen McAuliffe","is_ca":false},{"name":"Jennifer Pesanelli","is_ca":false},{"name":"Paul Royster","is_ca":false},{"name":"Crispin B. Taylor","is_ca":false},{"name":"Michael L. Wolfe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7439589407594891,"gpt":0.6102823415491192,"spread":0.1336765992103699,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.009138676,0.0007166459,0.0004706669,0.003823332,0.004885476,0.003971783,0.001270783,0.002083941,0.06072137],"category_scores_gemma":[0.03028245,0.0003835005,0.000736083,0.002963963,0.0009530517,0.001801634,0.004711978,0.002895151,0.02590486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001516257,"about_ca_system_score_gemma":0.00391061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01504953,"about_ca_topic_score_gemma":0.01624196,"domain_scores_codex":[0.9906379,0.002713919,0.0004861399,0.0006275783,0.003784853,0.001749547],"domain_scores_gemma":[0.939872,0.01365314,0.006393954,0.006487899,0.02266463,0.0109283],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002635332,0.005352785,0.3896943,0.0007797267,0.0002068188,0.001424049,0.03190954,0.0004695739,0.0060586,0.005082302,0.3946413,0.1617457],"study_design_scores_gemma":[0.0001332656,0.001370003,0.6548464,0.0001959344,0.0001022554,0.0002772973,0.06034885,0.0005023158,0.00498158,0.00144297,0.2756493,0.0001497738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7033947,0.0003518504,0.003718653,0.01736937,0.003320354,0.003134965,0.06487254,0.0007500178,0.2030875],"genre_scores_gemma":[0.6041378,0.0007147695,0.003773324,0.004206236,0.001928893,0.006336528,0.04429608,0.0003741092,0.3342324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9961767,"threshold_uncertainty_score":0.2031332,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2767773742","doi":"10.13021/g8osi.1.2017.1929","title":"Scholarly Libraries & Library Groups Stakeholder Report","year":2017,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Viewpoints; Stakeholder; Bridging (networking); Knowledge management; Public relations; Face (sociological concept); Set (abstract data type); Digital library; Computer science; World Wide Web; Political science; Sociology; Library science; Social science","authors":[{"name":"Helena R. Asamoah–Hassan","is_ca":false},{"name":"Marilyn S Billings","is_ca":false},{"name":"Jessica Clemons","is_ca":false},{"name":"Lorcan Dempsey","is_ca":false},{"name":"Shira Eller","is_ca":false},{"name":"Celeste Feather","is_ca":false},{"name":"Terri Fishel","is_ca":false},{"name":"Nancy E. Gwinn","is_ca":false},{"name":"Susan Haigh","is_ca":false},{"name":"Martin R. Kalfatovic","is_ca":false},{"name":"Barrett Matthews","is_ca":false},{"name":"Meg Oakley","is_ca":false},{"name":"Stephanie Orfano","is_ca":true},{"name":"Leslie J. Reynolds","is_ca":false},{"name":"William Simpson","is_ca":false},{"name":"Christine Stamison","is_ca":false},{"name":"Denise C. Stephens","is_ca":false},{"name":"Morgan Stoddard","is_ca":false},{"name":"Megan Wacha","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1806584001545904,"gpt":0.3078312336840089,"spread":0.1271728335294185,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.03135208,0.0005981492,0.0004587882,0.005610526,0.01365941,0.00761559,0.002721731,0.006165347,0.04609974],"category_scores_gemma":[0.02462074,0.000526651,0.0004404964,0.005545556,0.001303748,0.003388767,0.007415474,0.00308594,0.01069155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041042,"about_ca_system_score_gemma":0.02417568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03333219,"about_ca_topic_score_gemma":0.04479098,"domain_scores_codex":[0.9791977,0.006740422,0.0009058398,0.0008432955,0.008576361,0.003736378],"domain_scores_gemma":[0.9731691,0.007119415,0.001043301,0.001120369,0.01342385,0.004123922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005216146,0.0006565286,0.01201382,0.001392543,0.00002807434,0.003090178,0.07227482,0.0005629288,0.009433356,0.03099459,0.7838238,0.08520766],"study_design_scores_gemma":[0.00002926941,0.0001003289,0.009462881,0.0002307457,0.00001258543,0.0002134467,0.0868968,0.0003489318,0.003715336,0.002241101,0.8966808,0.00006786443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.141428,0.0009263166,0.007588746,0.109552,0.001689431,0.01109106,0.01851924,0.001225123,0.7079801],"genre_scores_gemma":[0.3986667,0.0007976597,0.009182093,0.03030522,0.0006675519,0.00860949,0.009461018,0.0006302646,0.54168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9972783,"threshold_uncertainty_score":0.1658076,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2310855618","doi":"10.13021/g8w89v","title":"Participation in the Current System","year":2016,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"University of Toronto; Dartmouth College; University of Washington","keywords":"Incentive; Publishing; Current (fluid); Public relations; Perception; Business; Political science; Psychology; Economics; Engineering; Electrical engineering; Microeconomics; Law","authors":[{"name":"Nancy Davenport","is_ca":false},{"name":"Barbara DeFelice","is_ca":false},{"name":"Gary Evoniuk","is_ca":false},{"name":"Pollyanne Frantz","is_ca":false},{"name":"Julie Hannaford","is_ca":true},{"name":"Jeff Mackie-Mason","is_ca":false},{"name":"Jane Dammen McAuliffe","is_ca":false},{"name":"Jennifer Pesanelli","is_ca":false},{"name":"Paul Royster","is_ca":false},{"name":"Crispin B. Taylor","is_ca":false},{"name":"Michael P. Wolfe","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.7892528846793322,"gpt":0.635582024760357,"spread":0.1536708599189752,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.02487774,0.0002539304,0.0005459118,0.001841254,0.007683284,0.01487766,0.002071653,0.002810061,0.04538167],"category_scores_gemma":[0.05720694,0.0002998995,0.0005147642,0.002457744,0.004571227,0.009971624,0.007782012,0.003227267,0.005603653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004614537,"about_ca_system_score_gemma":0.01093019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002846319,"about_ca_topic_score_gemma":0.003782486,"domain_scores_codex":[0.9594352,0.01931835,0.001952422,0.004740984,0.009393035,0.005159954],"domain_scores_gemma":[0.9221138,0.01786985,0.009194473,0.01361572,0.01327469,0.02393138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006294506,0.001678314,0.1733617,0.0005519659,0.0001786872,0.0005330972,0.06936115,0.0004848951,0.005233373,0.4686747,0.06160175,0.2177108],"study_design_scores_gemma":[0.0002114288,0.0007241128,0.08960716,0.0004165041,0.0001539629,0.0006204887,0.04312145,0.001786509,0.001658147,0.1231028,0.7384445,0.0001528452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4208392,0.0007034923,0.01253775,0.05253267,0.001134237,0.0003808408,0.0005037135,0.0002360354,0.5111321],"genre_scores_gemma":[0.9522131,0.0002721391,0.003108067,0.003779898,0.0005301774,0.0002334654,0.0003056744,0.00006679049,0.03949056],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9981588,"threshold_uncertainty_score":0.1518168,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2767274221","doi":"10.13021/g8osi.1.2017.1936","title":"Impact Factors Workgroup Report","year":2017,"lang":"en","type":"article","venue":"Open Scholarship Initiative Proceedings","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto","funders":"","keywords":"Workgroup; Computer science; Process management; Engineering management; Risk analysis (engineering); Engineering; Business","authors":[{"name":"Susie Allard","is_ca":false},{"name":"Ali Andalibi","is_ca":false},{"name":"Patty Baskin","is_ca":false},{"name":"Marilyn S Billings","is_ca":false},{"name":"Eric Brown","is_ca":false},{"name":"Todd Carpenter","is_ca":false},{"name":"Stephanie Orfano","is_ca":true},{"name":"Brian Selzer","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.3727933690247938,"gpt":0.5247707420148136,"spread":0.1519773729900197,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.07133342,0.002995596,0.00183902,0.02312927,0.005811344,0.01816125,0.005584216,0.004413858,0.2134501],"category_scores_gemma":[0.110738,0.001225168,0.003526624,0.01514517,0.001382515,0.008740021,0.008846949,0.007501129,0.2260174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006206663,"about_ca_system_score_gemma":0.0438715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02394352,"about_ca_topic_score_gemma":0.01567145,"domain_scores_codex":[0.9397808,0.007105357,0.004141975,0.002759108,0.04097931,0.005233441],"domain_scores_gemma":[0.8099845,0.01547107,0.005559037,0.01772414,0.1283414,0.02291989],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009040775,0.0001479669,0.001447126,0.0002774996,0.00001989039,0.00003134095,0.0002305554,0.00009627876,0.0002160229,0.003549572,0.9548017,0.03909164],"study_design_scores_gemma":[0.0000191295,0.00006809768,0.004538004,0.0003956319,0.000024554,0.00002463455,0.0004594431,0.00007066629,0.0004066527,0.001763099,0.9921858,0.00004451833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003998077,0.003885187,0.01665159,0.06683782,0.05015653,0.007076272,0.1319517,0.008448481,0.7109944],"genre_scores_gemma":[0.03027721,0.008325285,0.02519089,0.01211181,0.01444436,0.01031048,0.2233956,0.008405774,0.6675385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9768707,"threshold_uncertainty_score":0.7140617,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}