{"id":"W4386865146","doi":"10.1148/radiol.232307","title":"Knowledge of Medicolegal Risks to Improve Health Care Delivery","year":2023,"lang":"en","type":"letter","venue":"Radiology","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cegep Edouard Montpetit","funders":"","keywords":"Medicine; MEDLINE; Malpractice; Health care; Family medicine; 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001686116,0.0003331157,0.001493569,0.0003215127,0.0002776682,0.000003419465,0.0005659456,0.002363844,0.001168005],"category_scores_gemma":[0.004769625,0.0002797893,0.000179159,0.0003022742,0.0002228543,0.00004873617,0.0003354497,0.005602966,0.003249514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005085048,"about_ca_system_score_gemma":0.002897961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004316867,"about_ca_topic_score_gemma":0.0007574268,"domain_scores_codex":[0.9930776,0.003496966,0.001270248,0.000705038,0.0002794641,0.001170627],"domain_scores_gemma":[0.9898564,0.007919109,0.0006565793,0.0008565672,0.0003724276,0.0003389448],"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":[0.00004477358,0.00001978916,0.0004386301,0.003888242,0.00008230493,0.00005066868,0.01321231,3.343433e-7,0.000009502653,0.0001100001,0.9749987,0.007144765],"study_design_scores_gemma":[0.0004330734,0.0007375628,0.001366861,0.0004825239,0.00006033436,0.000003978159,0.004224315,0.000004108129,0.000002413371,0.00006390476,0.9924145,0.0002063839],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005173706,0.002765755,0.0000421602,0.9741253,0.01038868,0.001906129,0.0005274368,0.0001929346,0.004877861],"genre_scores_gemma":[0.008184884,0.0006329473,0.0003241442,0.956065,0.02379507,0.0006251749,0.001081056,0.0001190669,0.009172673],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01806035,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.113873544902224,"score_gpt":0.4878822950521508,"score_spread":0.3740087501499268,"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."}}