{"meta":{"query_hash":"70f14f9c8b00","filters":{"venue":"Science studies"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"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/70f14f9c8b00","api":"https://metacan.xera.ac/api/v1/cohort?venue=Science+studies"},"results":[{"id":"W4200252320","doi":"10.14361/9783839447413","title":"The Persistence of Technology","year":2021,"lang":"en","type":"book","venue":"Science studies","topic":"Indian Economic and Social Development","field":"Economics, Econometrics and Finance","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":"Fonds National de la Recherche Luxembourg","keywords":"Reuse; Persistence (discontinuity); German; Business; Power grid; Service (business); China; Engineering; Power (physics); Marketing; Political science; History","score_opus":0.0667893083279835,"score_gpt":0.2448922286180482,"score_spread":0.17810292029006472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200252320","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0008014295,0.063894935,0.000009174375,0.0018406439,0.0017671854,0.00013221962,0.000038147635,0.000014395442,0.93150187],"genre_scores_gemma":[0.01526009,0.015261913,0.00044446468,0.000107850836,0.00009977486,0.000024165864,0.00000174732,0.00001327642,0.9687867],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.998754,0.0000026412363,0.0004924707,0.00039699837,0.00005235268,0.00030151295],"domain_scores_gemma":[0.9989326,0.00006193591,0.0004701378,0.0003261974,0.00018312101,0.00002600971],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00093821,0.00012738793,0.0004824328,0.0002542939,0.0007550004,0.000039938448,0.0006644672,0.0001019174,0.000033036],"category_scores_gemma":[0.0004624745,0.000111613415,0.00010594163,0.0003298153,0.003594828,0.00007238808,0.00036059157,0.00015806853,0.00019089185],"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":[6.4987745e-7,0.000004443218,0.0005039802,0.000025918407,0.00010533325,0.000002056339,0.0021336952,6.102214e-7,9.98701e-7,0.98602766,0.008787734,0.0024068945],"study_design_scores_gemma":[0.00006274887,0.000024137185,0.00059083535,0.00007087404,0.000005548105,0.0000020720863,0.005693819,0.0000034318607,0.000045722412,0.32745972,0.66582775,0.00021335285],"about_ca_topic_score_codex":0.0000025039046,"about_ca_topic_score_gemma":0.000017825065,"teacher_disagreement_score":0.65856797,"about_ca_system_score_codex":0.00051518413,"about_ca_system_score_gemma":0.00067950966,"threshold_uncertainty_score":0.99911684},"labels":[],"label_agreement":null},{"id":"W4255891202","doi":"10.14361/9783839429570","title":"Ageing and Technology","year":2016,"lang":"en","type":"book","venue":"Science studies","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Fogarty International Center; Eberhard Karls Universität Tübingen","keywords":"Perspective (graphical); Phenomenon; Set (abstract data type); Population ageing; Technology development; Quality (philosophy); Technological change; Human life; Population; Political science; Engineering ethics; Sociology; Engineering; Computer science; Epistemology","score_opus":0.06618428952403832,"score_gpt":0.44582531604513154,"score_spread":0.3796410265210932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255891202","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007139382,0.018968856,0.000004430158,0.0029425696,0.002223177,0.00044731534,0.000011719774,0.00023728004,0.96802527],"genre_scores_gemma":[0.011579641,0.0052909204,0.000060182174,0.000694365,0.0007261036,0.000057098972,6.1134926e-7,0.000018455337,0.9815726],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99841887,0.00003853455,0.00024207486,0.00043977002,0.00031089285,0.0005498738],"domain_scores_gemma":[0.99868447,0.00027923708,0.00020477122,0.00024059655,0.0005275797,0.000063377054],"candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00074886566,0.00017555559,0.00043304666,0.00032778629,0.0031638413,0.000009945046,0.00031384738,0.00025398433,0.000031002666],"category_scores_gemma":[0.0008144863,0.00011715781,0.000026084284,0.00024059568,0.003958701,0.0001182315,0.0007947951,0.0004704515,0.00018126228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008755779,0.000014875135,0.011539339,0.0015861474,0.00031280232,0.00013412417,0.25839627,1.9664265e-8,0.000722659,0.22779775,0.41435745,0.08512983],"study_design_scores_gemma":[0.00026374654,0.000071496994,0.00058940216,0.002942462,0.000060185692,0.0000011647682,0.12045023,2.2263178e-7,0.000030438077,0.37451684,0.50063145,0.00044233742],"about_ca_topic_score_codex":0.000013964305,"about_ca_topic_score_gemma":0.00016421336,"teacher_disagreement_score":0.1467191,"about_ca_system_score_codex":0.00032791225,"about_ca_system_score_gemma":0.0009984261,"threshold_uncertainty_score":0.99875194},"labels":[],"label_agreement":null},{"id":"W7124278730","doi":"10.14361/9783839472378-003","title":"From One to(o) Many","year":2025,"lang":"de","type":"book-chapter","venue":"Science studies","topic":"Decolonial Thought and Epistemologies","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":"Fundação para a Ciência e a Tecnologia","keywords":"Suspect; Context (archaeology); Set (abstract data type); Criminal investigation; Identification (biology); Narrative; Population","score_opus":0.1020277266497771,"score_gpt":0.3863274214348517,"score_spread":0.2842996947850746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7124278730","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023921756,0.010856587,0.000029298415,0.023079518,0.014961211,0.00082708866,0.00014651589,0.00019745983,0.9475101],"genre_scores_gemma":[0.044178218,0.015335843,0.0030505254,0.0017905638,0.0032269652,0.00005795611,0.0000059773893,0.000026078658,0.93232787],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99481857,0.00008010973,0.00064339966,0.0015376292,0.0017713621,0.0011489524],"domain_scores_gemma":[0.9969845,0.0008161737,0.0003020701,0.00073545414,0.0008511019,0.00031069128],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0022655008,0.0005494398,0.0011363513,0.0005316789,0.003753529,0.00042657973,0.0023286846,0.00029326323,0.0005822275],"category_scores_gemma":[0.0027458703,0.00050202577,0.00024889357,0.001011856,0.009059464,0.00037166124,0.0022472774,0.00040517753,0.0047355504],"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":[0.00007332557,0.00007739969,0.00036210465,0.00010416069,0.0008155312,0.000066223954,0.05877497,0.000005897673,0.00023206364,0.78347635,0.09333424,0.062677704],"study_design_scores_gemma":[0.00014328088,0.00017291431,0.001045754,0.0008916589,0.00024143263,1.8178045e-7,0.014279737,0.000003414423,0.00014930383,0.19904636,0.7832772,0.000748773],"about_ca_topic_score_codex":0.0014992421,"about_ca_topic_score_gemma":0.0019044064,"teacher_disagreement_score":0.68994296,"about_ca_system_score_codex":0.0006845063,"about_ca_system_score_gemma":0.0009287402,"threshold_uncertainty_score":0.99974316},"labels":[],"label_agreement":null}]}