{"id":"W4367338560","doi":"10.31046/tcb.v31i1.3216","title":"Critiquing the Machine","year":2023,"lang":"en","type":"article","venue":"Theology cataloging bulletin","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":[0.01315475,0.0009364947,0.0009031451,0.004705752,0.003487001,0.01059697,0.002196247,0.002629635,0.0246019],"category_scores_gemma":[0.07537103,0.0006217915,0.00043793,0.002357467,0.005159073,0.009408353,0.004386239,0.002928701,0.01045828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002811476,"about_ca_system_score_gemma":0.007737969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004595946,"about_ca_topic_score_gemma":0.005843899,"domain_scores_codex":[0.982962,0.008474081,0.0009329951,0.002026099,0.00514228,0.0004627008],"domain_scores_gemma":[0.9392983,0.03566945,0.001774309,0.01070997,0.01127854,0.001269479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002935265,0.00008394466,0.002357795,0.0004952915,0.00003710563,0.000221355,0.00501324,0.002284835,0.004403639,0.111911,0.3458729,0.5270255],"study_design_scores_gemma":[0.0001019138,0.0001385233,0.001724719,0.001083502,0.00005140904,0.0004793099,0.004570488,0.0209204,0.01099497,0.2267806,0.7330353,0.0001189953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.05588674,0.01292892,0.492335,0.119489,0.006764217,0.001057406,0.002394078,0.01519271,0.2939519],"genre_scores_gemma":[0.4513986,0.005233933,0.4187342,0.01891657,0.003097453,0.0007790248,0.002919916,0.003459923,0.09546049],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0246019,"threshold_uncertainty_score":0.08230156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151961843398925,"score_gpt":0.2263236027868309,"score_spread":0.2111274184469384,"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."}}