{"meta":{"query_hash":"02ecd5494bad","filters":{"venue":"KNOWLEDGE ORGANIZATION"},"cohort_total":14,"direct_labels_cover":0,"predictions_cover":14,"exported":14,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/02ecd5494bad","api":"https://metacan.xera.ac/api/v1/cohort?venue=KNOWLEDGE+ORGANIZATION"},"results":[{"id":"W2116286503","doi":"10.5771/0943-7444-2012-6-417","title":"Sexual Boundaries and Subcultural Discipline","year":2012,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Queer; Human sexuality; Sociology; Pornography; Sexual identity; Identity (music); Socialization; Gender studies; Sexology; Psychology; Social psychology; Aesthetics; Social science; Psychoanalysis","score_opus":0.027355336779372828,"score_gpt":0.33018985150788427,"score_spread":0.3028345147285114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116286503","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9898363,0.0011416521,0.0003650935,0.00037891176,0.002330785,0.00012444079,0.000007194897,0.0002991322,0.005516542],"genre_scores_gemma":[0.9793345,0.0000031897773,0.00009985914,0.00003206156,0.00058426126,0.000007982685,0.00011721186,0.000030958287,0.019790027],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99924487,0.00005967347,0.00016158518,0.00020011306,0.000056573444,0.00027718843],"domain_scores_gemma":[0.99950993,0.000026080716,0.000050145012,0.00021142731,0.00012581969,0.000076621196],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00012699889,0.00012564112,0.00013147431,0.000075653006,0.00027888568,0.00006237164,0.00009342169,0.00018635261,0.0010169352],"category_scores_gemma":[0.000091910835,0.000110807734,0.000008145814,0.00042605682,0.00024972492,0.00017343767,0.00010061299,0.00011064102,0.00060037506],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007941488,0.00036285594,0.7742153,0.000012537581,0.000028429433,0.0000012478408,0.030239249,1.5160104e-8,0.0048348475,0.17076313,0.011539922,0.007994558],"study_design_scores_gemma":[0.00077143044,0.00012315613,0.7685003,0.0000043589603,0.00009289083,0.00010807932,0.007358256,0.000004741209,0.0031133883,0.0002870122,0.21928443,0.00035190402],"about_ca_topic_score_codex":0.000035070876,"about_ca_topic_score_gemma":0.00012325884,"teacher_disagreement_score":0.20774451,"about_ca_system_score_codex":0.000036298716,"about_ca_system_score_gemma":0.00001986469,"threshold_uncertainty_score":0.9998963},"labels":[],"label_agreement":null},{"id":"W2462440606","doi":"","title":"Measuring the new economy: Industrial classification and open source software production","year":2005,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Computer science; Foregrounding; Industrial organization; Categorization; Process (computing); Software; Business; Economics; Artificial intelligence; Microeconomics","score_opus":0.06262404623583841,"score_gpt":0.2598197755719521,"score_spread":0.19719572933611373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2462440606","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018539803,0.000115035524,0.9531575,0.02417845,0.0005747449,0.0008964754,6.4711395e-7,0.0005200174,0.0020173495],"genre_scores_gemma":[0.9679998,0.0000072114367,0.024546158,0.00026948712,0.0014560571,0.000021796262,0.000023831208,0.00004280852,0.005632834],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99892133,0.00009546734,0.00028313257,0.00043036116,0.000106860454,0.0001628358],"domain_scores_gemma":[0.99865925,0.000072060684,0.000174613,0.0005662054,0.0004580194,0.000069855836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005098741,0.00013062713,0.000115890616,0.00011255366,0.00054836966,0.0009640402,0.0010373726,0.0000959305,0.00003693664],"category_scores_gemma":[0.0010760544,0.000114090595,0.000011907389,0.001649283,0.000041769756,0.001956785,0.00062707474,0.00017367609,0.00024920356],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004967383,0.00013795382,0.031622674,0.00001246279,0.00003583553,1.6657235e-7,0.010534251,0.0004955004,0.0010035014,0.04488001,0.06245595,0.84881675],"study_design_scores_gemma":[0.0015898172,0.00006785153,0.044634793,0.000097948694,0.000053559346,0.000075980795,0.00044361182,0.013052128,0.018926844,0.0048488723,0.9153972,0.00081138796],"about_ca_topic_score_codex":0.000016774315,"about_ca_topic_score_gemma":0.000064590095,"teacher_disagreement_score":0.94946,"about_ca_system_score_codex":0.00018451897,"about_ca_system_score_gemma":0.00040202113,"threshold_uncertainty_score":0.92962617},"labels":[],"label_agreement":null},{"id":"W2806234961","doi":"10.5771/0943-7444-2015-5-346","title":"Ethical Values in Archival Arrangement and Description: An Analysis of Professional Codes of Ethics","year":2015,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ethical code; Engineering ethics; Professional ethics; Sociology; Knowledge management; Computer science; Engineering","score_opus":0.09031211016729912,"score_gpt":0.29681497572484516,"score_spread":0.20650286555754604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806234961","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9511259,0.00003434991,0.0011738816,0.0005845103,0.0002011276,0.0001370248,0.000058708432,0.000022169143,0.046662293],"genre_scores_gemma":[0.9986378,0.000009010979,0.00018423662,0.000050960676,0.00006894371,0.0000030124727,0.0003064971,0.0000071763952,0.0007323403],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99924946,0.00012945998,0.00023363189,0.00012419082,0.0001974405,0.00006581936],"domain_scores_gemma":[0.99943227,0.000084049105,0.000074040836,0.000073577154,0.00028860796,0.00004747598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034391374,0.000067481444,0.00016303784,0.00026744368,0.000055808043,0.000032447584,0.000070701026,0.000024396151,0.0000702437],"category_scores_gemma":[0.00011545984,0.000057609825,0.000021954605,0.00021527644,0.00022774993,0.00017815597,0.000055202196,0.00012891983,0.000003990001],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021922213,0.0005111338,0.008881374,0.0000938344,0.00011608227,5.0073606e-7,0.09031435,0.00014444055,0.00007819392,0.8983311,0.00019361549,0.0013134744],"study_design_scores_gemma":[0.0009055596,0.00041289066,0.8195675,0.00019581782,0.00053596986,7.3223345e-7,0.01317321,0.008669452,0.00047943316,0.1524357,0.0033338938,0.00028984487],"about_ca_topic_score_codex":0.00003985149,"about_ca_topic_score_gemma":0.0004982662,"teacher_disagreement_score":0.8106861,"about_ca_system_score_codex":0.00001774053,"about_ca_system_score_gemma":0.000057234556,"threshold_uncertainty_score":0.23492604},"labels":[],"label_agreement":null},{"id":"W2806383445","doi":"10.5771/0943-7444-2015-5-308","title":"The Ethics of Querying and Permeating Canadian Everyday Life Nutritional Classification Technologies and Processes","year":2015,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Everyday life; Knowledge management; Computer science; Sociology; Data science; Management science; Epistemology; Engineering; Philosophy","score_opus":0.05852951385885657,"score_gpt":0.2971509301271063,"score_spread":0.23862141626824973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806383445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87888825,0.045230694,0.0007730022,0.06771,0.0002251228,0.0008227669,0.000042613286,0.00023530428,0.0060722246],"genre_scores_gemma":[0.99743617,0.0019121316,0.0004034939,0.00005926558,0.000064515945,0.0000081255075,0.00004080647,0.0000093689405,0.000066134395],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9995489,0.000020567972,0.00013001227,0.00010570743,0.000107738386,0.0000870614],"domain_scores_gemma":[0.99833196,0.00018509965,0.000049933198,0.000057500296,0.0012986031,0.00007692798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021321372,0.000058335787,0.00008955546,0.000061077204,0.0003285305,0.000023505327,0.000029941639,0.00009280356,0.0000023057626],"category_scores_gemma":[0.006240069,0.000044020828,0.00000518477,0.00038339038,0.0001461075,0.000058477985,0.000030394263,0.000105497216,0.0000022535696],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005253061,0.0001673536,0.9259398,0.0014018732,0.00007640726,0.000001882741,0.005229647,0.0000014610724,0.002584706,0.04665212,0.010893165,0.006999047],"study_design_scores_gemma":[0.0035381364,0.00045207024,0.8247037,0.001215997,0.00021858256,0.00013819496,0.076324396,0.0010249418,0.0074996883,0.013133352,0.07127657,0.00047436362],"about_ca_topic_score_codex":0.0003590906,"about_ca_topic_score_gemma":0.0051946603,"teacher_disagreement_score":0.11854788,"about_ca_system_score_codex":0.000067641864,"about_ca_system_score_gemma":0.000590245,"threshold_uncertainty_score":0.7470396},"labels":[],"label_agreement":null},{"id":"W2806790089","doi":"10.5771/0943-7444-2015-7-522","title":"Knowledge Organization in the 21st Century: Between Historical Patterns and Future Prospects. The 13th International ISKO Conference, Krakow, Poland","year":2015,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Knowledge organization; Library science; Regional science; Political science; Engineering ethics; Geography; Engineering; Computer science","score_opus":0.022087608372790134,"score_gpt":0.2307776955930768,"score_spread":0.20869008722028665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806790089","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4111075,0.0035200326,0.25831717,0.1007848,0.023757115,0.004657195,0.00008809434,0.0014942437,0.19627382],"genre_scores_gemma":[0.99781,0.00014124862,0.00011735795,0.0002289431,0.0011735198,0.000006574948,0.00011536348,0.000013814683,0.00039316728],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9985288,0.00019578435,0.00038842447,0.00029779403,0.00037760375,0.00021159502],"domain_scores_gemma":[0.99842966,0.000065267355,0.00017628424,0.0003771603,0.0008473134,0.00010429915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005727133,0.00016970323,0.00015940287,0.0001877779,0.00022469749,0.00082404725,0.0013440292,0.00010851171,0.000031503565],"category_scores_gemma":[0.00017637444,0.000103821054,0.00001502497,0.0028316206,0.00004373216,0.0026089055,0.00031882396,0.00018350275,0.00017898834],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021942108,0.00013460987,0.713779,0.000031198393,0.000017006088,0.0000016630956,0.1313499,0.0000036206775,0.000059239388,0.12277021,0.018074611,0.0137767475],"study_design_scores_gemma":[0.0011552749,0.00011244928,0.4962866,0.000050821858,0.000011237872,0.00006402117,0.01100121,0.0037642817,0.00052118854,0.0007487304,0.4858227,0.0004614862],"about_ca_topic_score_codex":0.000031849857,"about_ca_topic_score_gemma":0.000042086172,"teacher_disagreement_score":0.5867025,"about_ca_system_score_codex":0.0002839847,"about_ca_system_score_gemma":0.00028055804,"threshold_uncertainty_score":0.79463065},"labels":[],"label_agreement":null},{"id":"W2954172856","doi":"10.5771/0943-7444-2019-3-161","title":"Organization, Not Inspiration: A Historical Perspective of Musical Information Architecture","year":2019,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Neuroscience and Music Perception","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"George Brown College; Queen's University","funders":"","keywords":"Musical; New Interfaces for Musical Expression; Perspective (graphical); Musical composition; Architecture; Creativity; Vocabulary; Computer science; Sociology; Visual arts; Linguistics; Art; Psychology","score_opus":0.01513804587021839,"score_gpt":0.23833112701507406,"score_spread":0.22319308114485567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2954172856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9659635,0.0000041240855,0.024059847,0.0010760489,0.0012399341,0.00047913456,0.000008559489,0.00020957775,0.006959278],"genre_scores_gemma":[0.9981608,0.000009303185,0.000121225625,0.00074995606,0.00015400702,0.0000028850077,0.000024548901,0.000023360288,0.00075391],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987312,0.00009541778,0.000337496,0.00033463564,0.0003325112,0.00016873634],"domain_scores_gemma":[0.9985531,0.000064514265,0.00019114962,0.00027644768,0.00084680144,0.000067967616],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001032678,0.00014504274,0.00017135467,0.00027046123,0.00015461263,0.00006052875,0.0002378027,0.000109042085,0.0006400563],"category_scores_gemma":[0.0022943863,0.0001390599,0.000029694842,0.002749157,0.00006463442,0.0009876565,0.00009021693,0.00014733509,0.00097280415],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011413255,0.00014071474,0.0013631453,0.000034041343,0.0000012948115,4.518015e-7,0.0082750935,0.00014926969,0.96355164,0.02391903,0.0010577056,0.0014961942],"study_design_scores_gemma":[0.001437365,0.00042855358,0.055944238,0.000051422405,0.00003640422,0.000073761614,0.0007068149,0.0011274645,0.9081617,0.0009749712,0.030461209,0.0005960932],"about_ca_topic_score_codex":0.000014044454,"about_ca_topic_score_gemma":0.000005549801,"teacher_disagreement_score":0.055389944,"about_ca_system_score_codex":0.00047955502,"about_ca_system_score_gemma":0.00019921908,"threshold_uncertainty_score":0.99980503},"labels":[],"label_agreement":null},{"id":"W3000708489","doi":"10.5771/0943-7444-2019-7-502","title":"Knowledge Organization as Knowledge Creation: Surfacing Community Participation in Archival Arrangement and Description","year":2019,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Archival science; Citizen journalism; Sociology; Bricolage; Mediation; Community organization; Library science; Computer science; World Wide Web; Public relations; Political science; Social science; Visual arts","score_opus":0.033264848661259595,"score_gpt":0.24854658962103598,"score_spread":0.2152817409597764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3000708489","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.670382,0.00006346396,0.00054194656,0.00012647247,0.00047168205,0.0004617373,0.000012890109,0.00013457598,0.3278052],"genre_scores_gemma":[0.98655975,0.000039851693,0.000051788295,0.000050691437,0.0002597953,0.00002042409,0.0009993417,0.000057733665,0.011960607],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.9985294,0.0002882268,0.0004368495,0.00032413474,0.00015431095,0.000267076],"domain_scores_gemma":[0.9989601,0.00015431886,0.00012725798,0.0002422081,0.00042116494,0.000094960036],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003211324,0.00025093267,0.00024121758,0.00034476264,0.00052214955,0.0004122147,0.00017332647,0.000034535016,0.0007697484],"category_scores_gemma":[0.00014786804,0.00025742012,0.000029894685,0.0004982971,0.00014082015,0.0009765429,0.00018789271,0.0002108898,0.0019065646],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034436343,0.002444468,0.038211677,0.00056525413,0.000076085016,0.000001649839,0.1702849,0.00015826915,0.0011588975,0.7607513,0.001174681,0.02513838],"study_design_scores_gemma":[0.003037288,0.00055316044,0.89571744,0.000644992,0.00015518663,0.000009405863,0.0079986295,0.0037573783,0.0020406088,0.031166017,0.053774375,0.0011454955],"about_ca_topic_score_codex":0.00011780393,"about_ca_topic_score_gemma":0.00093867927,"teacher_disagreement_score":0.8575058,"about_ca_system_score_codex":0.00018257672,"about_ca_system_score_gemma":0.00007678765,"threshold_uncertainty_score":0.9999878},"labels":[],"label_agreement":null},{"id":"W3041007400","doi":"10.5771/0943-7444-2020-3-220","title":"Just KOS! Enriching Digital Collections with Hypertexts to Enhance Accessibility of Non-Western Knowledge Materials in Libraries","year":2020,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Context (archaeology); Knowledge organization; Agency (philosophy); Hypertext; Computer science; Digital library; World Wide Web; Knowledge management; Sociology; History; Archaeology; Linguistics","score_opus":0.01724721181956916,"score_gpt":0.28733483315177893,"score_spread":0.27008762133220976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041007400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6693318,0.000018196397,0.3272832,0.0004795095,0.0002805544,0.0003217674,0.00000641186,0.00020783868,0.002070718],"genre_scores_gemma":[0.9964279,0.0000014558645,0.002832448,0.000089731126,0.00008752062,0.000015511154,0.000018400739,0.000028314153,0.0004987308],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99865717,0.000064234424,0.00044698606,0.00051593495,0.00011166256,0.00020403447],"domain_scores_gemma":[0.99866337,0.0000797845,0.00019178112,0.00034357165,0.000664113,0.000057411697],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010129074,0.00018811082,0.00028673865,0.00036839902,0.00017022048,0.00038207034,0.0006478534,0.00011187091,0.000051680418],"category_scores_gemma":[0.0004852943,0.00017868275,0.000013983847,0.005764286,0.000070046284,0.0021545626,0.000449424,0.00015986351,0.00017327862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001562114,0.001556015,0.09709047,0.00053350406,0.00010105109,0.00001592235,0.08448268,0.00012278797,0.78098726,0.012199686,0.003806049,0.018948346],"study_design_scores_gemma":[0.0003155375,0.0002686424,0.029941512,0.0001255563,0.0000076207334,0.000009021927,0.00023560757,0.0009390378,0.9671736,0.00023463067,0.00047738815,0.00027186787],"about_ca_topic_score_codex":0.000005578093,"about_ca_topic_score_gemma":0.00008960125,"teacher_disagreement_score":0.3270961,"about_ca_system_score_codex":0.00013023183,"about_ca_system_score_gemma":0.00022406396,"threshold_uncertainty_score":0.72864705},"labels":[],"label_agreement":null},{"id":"W3094338624","doi":"10.5771/0943-7444-2020-5-393","title":"Centring LGBT2QIA+ Subjects in Knowledge Organization Systems","year":2020,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Library Science and Administration","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University; University of British Columbia","funders":"","keywords":"Documentation; Queer; Knowledge organization; Identity (music); Context (archaeology); Subject (documents); Transparency (behavior); Knowledge management; Library classification; Computer science; Sociology; Subjectivity; Identification (biology); World Wide Web; Epistemology; Gender studies","score_opus":0.02881657034630256,"score_gpt":0.2749297934491738,"score_spread":0.24611322310287123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094338624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8588423,0.0013438866,0.008270392,0.0073584225,0.00312148,0.0015454954,0.000010224966,0.0011890307,0.11831876],"genre_scores_gemma":[0.99728817,0.000110888664,0.000054632717,0.00011559736,0.0008946143,0.0000031633142,0.00008575767,0.000034146316,0.0014130472],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984305,0.00027986406,0.00033411765,0.0003754754,0.00024390973,0.00033611816],"domain_scores_gemma":[0.9990312,0.00007470264,0.00011462561,0.00012437033,0.00042229987,0.00023278999],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00035312108,0.00014263771,0.00017255296,0.0001392779,0.00048374757,0.00034729484,0.00034063825,0.00015434265,0.00036866724],"category_scores_gemma":[0.0014711128,0.00015600778,0.000017836754,0.0056657256,0.00008309848,0.0014604431,0.00007092703,0.00012106245,0.0009856188],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009819067,0.00036983893,0.62974995,0.00017373411,0.000013332381,0.000013666205,0.20230548,0.00026413007,0.009493185,0.14562301,0.008996072,0.0029877594],"study_design_scores_gemma":[0.0054514273,0.0005592625,0.3293982,0.00083192106,0.00014129396,0.00001782931,0.09981772,0.019510273,0.088048205,0.0011215362,0.45121768,0.003884633],"about_ca_topic_score_codex":0.000105822946,"about_ca_topic_score_gemma":0.00043899484,"teacher_disagreement_score":0.4422216,"about_ca_system_score_codex":0.00019697117,"about_ca_system_score_gemma":0.00082482916,"threshold_uncertainty_score":0.9997922},"labels":[],"label_agreement":null},{"id":"W4205269491","doi":"10.5771/0943-7444-2021-4-298","title":"Comparing the Cataloguing of Indigenous Scholarships: First Steps and Finding","year":2021,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Scholarship; Offensive; Ambiguity; Subject (documents); Institution; Library science; Foundation (evidence); Work (physics); Sociology; History; Ethnology; Geography; Political science; Computer science; Operations research; Social science; Law; Archaeology; Ecology; Engineering","score_opus":0.045557808508716054,"score_gpt":0.21568137599934128,"score_spread":0.17012356749062524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205269491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8819778,0.0002907405,0.0001703026,0.00016909078,0.00019825014,0.00009293222,0.000015023275,0.00003315017,0.1170527],"genre_scores_gemma":[0.9977568,0.000020552903,0.000022893819,0.000027267153,0.0001246527,0.0000017795161,0.0001454101,0.000010767755,0.0018898939],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.99961156,0.00001995938,0.00012178013,0.000100821504,0.00006690845,0.00007899131],"domain_scores_gemma":[0.9996693,0.00006177072,0.000047206402,0.00007927758,0.00012329387,0.000019135405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000062423394,0.00005886552,0.00007589983,0.00003939143,0.00042016522,0.00019219733,0.00007533385,0.0000065230056,0.00008378557],"category_scores_gemma":[0.000054394364,0.0000461678,0.000013528725,0.00009174949,0.0000845549,0.00021417455,0.00010140506,0.000051435734,0.000043286786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022934046,0.0001590422,0.020013006,0.0002063379,0.00006684248,0.000004375831,0.09002302,0.000024789731,0.00006971755,0.8844418,0.00039898392,0.0045897695],"study_design_scores_gemma":[0.0010363897,0.00010961229,0.7649848,0.0005872818,0.00019073051,0.000038943217,0.017397154,0.000496244,0.005659968,0.031757534,0.17711943,0.0006219495],"about_ca_topic_score_codex":0.000012030597,"about_ca_topic_score_gemma":0.0005272927,"teacher_disagreement_score":0.85268426,"about_ca_system_score_codex":0.000014587015,"about_ca_system_score_gemma":0.000021512153,"threshold_uncertainty_score":0.32316136},"labels":[],"label_agreement":null},{"id":"W4255514414","doi":"10.5771/0943-7444-2020-4-320","title":"Facet","year":2020,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Facet (psychology); Product (mathematics); Object (grammar); Term (time); Popularity; Field (mathematics); Subject (documents); Function (biology); Computer science; Sociology; Knowledge management; Psychology; Library science; Artificial intelligence; Social psychology","score_opus":0.01350486682738577,"score_gpt":0.2450513619245166,"score_spread":0.23154649509713082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255514414","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00069502287,0.00073694624,0.9924163,0.003231508,0.000086200125,0.00006179334,3.6255582e-7,0.0014515828,0.0013202684],"genre_scores_gemma":[0.80157644,0.0000043400937,0.19756827,0.0006045946,0.00009800793,0.0000010442303,0.0000056674367,0.0000113719,0.00013027573],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99954367,0.000021089161,0.00008296434,0.00019075273,0.00007302482,0.00008848444],"domain_scores_gemma":[0.9995655,0.0000077487975,0.00003260393,0.00014862872,0.00018619689,0.00005931149],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000039416653,0.00006445007,0.000061272905,0.000029969666,0.000060372433,0.0001066023,0.0005130021,0.000042270243,0.00004365938],"category_scores_gemma":[0.00026632275,0.000059680533,0.000009195217,0.0011143939,0.000009137763,0.00035830092,0.00020517758,0.0000676191,0.00041180628],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016931571,0.00010289856,0.002698591,0.00013579104,0.00001579658,0.000016838074,0.01776396,0.000007345287,0.17897609,0.5496378,0.0730619,0.17758128],"study_design_scores_gemma":[0.0002866461,0.000082260565,0.0005913992,0.000027282395,0.000007503421,0.000014198831,0.000029317702,0.020378765,0.94510114,0.012300004,0.02075727,0.00042420582],"about_ca_topic_score_codex":6.31957e-7,"about_ca_topic_score_gemma":5.1553576e-7,"teacher_disagreement_score":0.8008814,"about_ca_system_score_codex":0.000021682969,"about_ca_system_score_gemma":0.000042844862,"threshold_uncertainty_score":0.52930737},"labels":[],"label_agreement":null},{"id":"W4312728133","doi":"10.5771/0943-7444-2022-4-257","title":"Classifying Musical Genres. Building Musical Form and Genre into BCC: Repurposing LCGFT Terms for Music into the Basic Concepts Classification","year":2022,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Music and Audio Processing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Musical; Repurposing; Computer science; Type (biology); Natural language processing; Artificial intelligence; Visual arts; Art; Engineering","score_opus":0.028939245869339984,"score_gpt":0.28800465633415345,"score_spread":0.25906541046481346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312728133","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3121647,0.00050656917,0.68297786,0.0022146648,0.0009145506,0.00057294103,0.0000016884102,0.00025509056,0.00039196026],"genre_scores_gemma":[0.97715664,0.000014175864,0.020923397,0.0009559473,0.00056304346,0.00011030598,0.000038493075,0.000054454715,0.00018353079],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978508,0.00017230603,0.0004480091,0.00081460446,0.0003401484,0.00037414778],"domain_scores_gemma":[0.9984796,0.00027013393,0.00028078727,0.00054690713,0.00030522677,0.00011733317],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000769313,0.00025086087,0.00024749542,0.00016861672,0.0026957884,0.0005339252,0.00081461883,0.000103164915,0.00005528353],"category_scores_gemma":[0.0004135796,0.00021597702,0.000059977938,0.0014606767,0.00015332746,0.000754645,0.00094659365,0.00031597793,0.00000971159],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013642228,0.0001475958,0.0012973044,0.00021674721,0.000026194644,0.0000041069534,0.066206165,0.00007807204,0.08642269,0.068294846,0.004153048,0.7731396],"study_design_scores_gemma":[0.0032702547,0.00047210988,0.024109472,0.00026860347,0.00022155327,0.00024164046,0.0075198878,0.7602764,0.024198525,0.028043149,0.1493872,0.0019912461],"about_ca_topic_score_codex":0.000012144077,"about_ca_topic_score_gemma":0.000032056672,"teacher_disagreement_score":0.7711483,"about_ca_system_score_codex":0.00037185103,"about_ca_system_score_gemma":0.00020221033,"threshold_uncertainty_score":0.99860257},"labels":[],"label_agreement":null},{"id":"W4401439804","doi":"10.5771/0943-7444-2024-5-371","title":"Additional Purposes of Knowledge Organization","year":2024,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Phenomenon; Field (mathematics); Data science; Knowledge organization; Knowledge management; Epistemology","score_opus":0.017065332333043932,"score_gpt":0.3093352828150038,"score_spread":0.29226995048195986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401439804","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029840952,0.005346866,0.036506325,0.01589707,0.015187825,0.0017336223,0.00180135,0.004124031,0.88956195],"genre_scores_gemma":[0.9725977,0.00013308492,0.0012938911,0.00007882995,0.0008329506,0.000013900786,0.0023677694,0.000048003385,0.022633865],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989896,0.00013393932,0.0002546495,0.0002216562,0.00022856377,0.00017163515],"domain_scores_gemma":[0.99808407,0.00037810064,0.00003880164,0.000099698176,0.0012998759,0.000099452285],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00028375286,0.000099526456,0.000112026515,0.00018107229,0.0003597575,0.00012535116,0.00017192794,0.00011876154,0.09884991],"category_scores_gemma":[0.002688687,0.000103953505,0.000025242007,0.0028747248,0.00015997505,0.00025986347,0.00004325105,0.00009014537,0.002518793],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.037368e-7,0.00022148114,0.0011045547,0.000109752524,0.0000238348,7.637714e-7,0.034743004,7.445937e-7,0.0002677782,0.55046654,0.4023783,0.010682655],"study_design_scores_gemma":[0.00007054703,0.000013007172,0.0044772457,0.00024368428,0.000025596519,0.000002171719,0.0017390898,0.00003354609,0.0025293375,0.0068565984,0.9838237,0.00018543159],"about_ca_topic_score_codex":0.000010203021,"about_ca_topic_score_gemma":0.00008189523,"teacher_disagreement_score":0.9427568,"about_ca_system_score_codex":0.00023478364,"about_ca_system_score_gemma":0.0013802199,"threshold_uncertainty_score":0.9982579},"labels":[],"label_agreement":null},{"id":"W4407221700","doi":"10.5771/0943-7444-2024-8-626","title":"Native Peoples and Knowledge Organization: Perspective from the Indigenous Subject Representation to Promote Latin American Approaches","year":2024,"lang":"en","type":"article","venue":"KNOWLEDGE ORGANIZATION","topic":"Indigenous Cultures and Socio-Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Universidad de la República Uruguay","keywords":"Indigenous; Subject (documents); Latin Americans; Warrant; Representation (politics); Traditional knowledge; Hierarchy; Hegemony; Sociology; Environmental ethics; Political science; Law; Politics; Computer science; Library science; Ecology","score_opus":0.025326332700202424,"score_gpt":0.3124687860582017,"score_spread":0.2871424533579993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407221700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9781375,0.0028079315,0.0018564499,0.0040650126,0.0007375217,0.0013926387,0.000030960466,0.00037972187,0.010592243],"genre_scores_gemma":[0.9941018,0.0003129976,0.0003586966,0.0000944438,0.0013747469,0.000033419947,0.00016154326,0.00006459623,0.0034977212],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99824876,0.00045437895,0.00022474557,0.00053782895,0.00024971538,0.00028459707],"domain_scores_gemma":[0.99808013,0.00030773837,0.00012624002,0.00020156562,0.0011596165,0.00012472132],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00040143274,0.00019769488,0.00019903216,0.0001303504,0.002019867,0.00060206687,0.0002568637,0.00012586341,0.00012492489],"category_scores_gemma":[0.0016208377,0.00016285315,0.000032685282,0.004101834,0.00025959685,0.00032217024,0.00009199128,0.00018392762,0.000215969],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031533414,0.00013369063,0.028150227,0.0000171186,0.000055418863,7.228235e-7,0.9250239,0.0000052264063,0.00014796713,0.03609206,0.0014429498,0.008927569],"study_design_scores_gemma":[0.00014915201,0.00007646957,0.15311684,0.00013366512,0.00013445028,0.0000027767398,0.8272619,0.00009085454,0.0015440837,0.0028160021,0.014216558,0.00045722432],"about_ca_topic_score_codex":0.0072364435,"about_ca_topic_score_gemma":0.03465203,"teacher_disagreement_score":0.124966614,"about_ca_system_score_codex":0.0008091748,"about_ca_system_score_gemma":0.0018577087,"threshold_uncertainty_score":0.99937445},"labels":[],"label_agreement":null}]}