{"id":"W4409388356","doi":"10.1093/library/fpae040","title":"Judging a Cover by Its Book","year":2024,"lang":"en","type":"article","venue":"The Library","topic":"Jury Decision Making Processes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Cover (algebra); Art history; Art; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001615597,0.0004617735,0.0007185435,0.002366996,0.004737648,0.01129465,0.0007830301,0.003550363,0.1291124],"category_scores_gemma":[0.01663745,0.0005090759,0.000542185,0.001813042,0.002322642,0.006080737,0.001589985,0.004037786,0.05246866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002695447,"about_ca_system_score_gemma":0.002461903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004188596,"about_ca_topic_score_gemma":0.01182952,"domain_scores_codex":[0.9981716,0.0004536753,0.00008060328,0.0001258908,0.001052966,0.0001153537],"domain_scores_gemma":[0.9920432,0.004689591,0.0002060961,0.0004674289,0.002079017,0.0005146992],"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":[0.00002228885,0.0000277009,0.0001917065,0.00006570095,0.000006602049,0.00005389461,0.0002621217,0.00009789581,0.0001489371,0.04769794,0.9059741,0.04545114],"study_design_scores_gemma":[0.00001004853,0.00001967897,0.0005191638,0.0002001671,0.00000920752,0.00008203099,0.0008211463,0.0003179086,0.0002889863,0.04712175,0.9505914,0.00001856136],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002537785,0.004539036,0.005778356,0.06464223,0.02083674,0.0001079672,0.0003291994,0.0004712369,0.9007574],"genre_scores_gemma":[0.03269802,0.002939671,0.00771937,0.01700962,0.01065894,0.0001074419,0.0004836586,0.0005964477,0.9277868],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1291124,"threshold_uncertainty_score":0.4319241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087961270293795,"score_gpt":0.3138877632043275,"score_spread":0.2930081505013896,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}