{"id":"W7116934287","doi":"10.1201/9781003760023-6","title":"Straining the Standards:","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cataloging; The Internet; Educational resources; Access to information; Electronic library; Electronic document","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005041106,0.0001269348,0.0001325569,0.00009812574,0.0001628322,0.0006661334,0.001783813,0.00008249012,0.0004085866],"category_scores_gemma":[0.0000107135,0.00007018788,0.00007947924,0.00006626161,0.00005369524,0.001809158,0.0003482891,0.0001574496,0.0002191057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002876201,"about_ca_system_score_gemma":0.0005361463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002526257,"about_ca_topic_score_gemma":9.698222e-7,"domain_scores_codex":[0.998799,0.000007781968,0.0002764805,0.000184531,0.000599811,0.0001323922],"domain_scores_gemma":[0.9990309,0.00006608971,0.0001198408,0.0006431935,0.0001023059,0.00003761771],"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":[1.36306e-7,2.207923e-7,3.623327e-7,0.000004692351,0.000005418457,6.907668e-7,0.0004516743,0.000002229718,8.861566e-8,0.8339185,0.1358784,0.02973766],"study_design_scores_gemma":[0.00003276042,0.0000134193,0.000001800804,0.00005989068,6.69287e-7,0.000003857915,0.00007191391,0.002455646,0.000007411105,0.01905533,0.9781984,0.00009888116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.965219e-8,0.00008067228,0.1515732,0.001811962,0.0005549692,0.0001154273,0.00001380913,0.000129698,0.8457202],"genre_scores_gemma":[0.0003423933,0.00002445065,0.001251917,0.003587803,0.00008198514,0.00000265087,0.00000313557,0.000002794597,0.9947029],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.84232,"threshold_uncertainty_score":0.642354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01975374463555827,"score_gpt":0.2326408264715896,"score_spread":0.2128870818360313,"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."}}