{"id":"W3205752235","doi":"10.1111/imj.15513","title":"A sorry tale of unnecessary secrecy about medicine safety","year":2021,"lang":"en","type":"letter","venue":"Internal Medicine Journal","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Library science; Medicine; Secrecy; Pharmacy; Family medicine; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01182776,0.0009156535,0.003206199,0.001107012,0.0008225358,0.00002172341,0.001706449,0.002257661,0.04696603],"category_scores_gemma":[0.01577699,0.0006451615,0.0004165803,0.0006336069,0.00104994,0.0004731747,0.0005103237,0.03007052,0.0002515764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164688,"about_ca_system_score_gemma":0.003486418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007263643,"about_ca_topic_score_gemma":0.0004753313,"domain_scores_codex":[0.978429,0.009650271,0.006154306,0.0008314964,0.003317676,0.001617219],"domain_scores_gemma":[0.9776347,0.01027998,0.007026922,0.001177664,0.003015809,0.0008649832],"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":[0.0003505397,0.00005778347,0.007258886,0.004066311,0.0005771452,0.003921237,0.006324204,5.696701e-7,0.0001862257,0.0001285657,0.9726691,0.004459421],"study_design_scores_gemma":[0.00336184,0.0009718174,0.004409777,0.05349779,0.0004826156,0.002555807,0.007142622,0.00001341296,0.00001083944,0.002128148,0.9249671,0.0004582182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002509388,0.01653674,0.00242316,0.8951102,0.02265507,0.0007121951,0.0001108851,0.00007900607,0.05986332],"genre_scores_gemma":[0.003869024,0.009699987,0.0002898256,0.8422541,0.1009805,0.00004245866,0.0002505138,0.0002196626,0.04239392],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07832546,"threshold_uncertainty_score":0.9996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4616082959008311,"score_gpt":0.5503856054810611,"score_spread":0.08877730958023,"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."}}