{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01041482,0.00104841,0.001544853,0.001621783,0.0177629,0.01181788,0.002919765,0.2015228,0.0277403],"category_scores_gemma":[0.05061379,0.001628092,0.001990139,0.0009293297,0.007558164,0.007658819,0.005423982,0.07989519,0.01088285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01013202,"about_ca_system_score_gemma":0.04241911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03938988,"about_ca_topic_score_gemma":0.1025035,"domain_scores_codex":[0.9891031,0.003027701,0.001171581,0.0008859563,0.002726955,0.003084836],"domain_scores_gemma":[0.9498709,0.03116856,0.002262197,0.001061285,0.005710456,0.009926599],"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":[0.00005420929,0.0002656326,0.002118166,0.0001074465,0.0000311917,0.003747639,0.001089477,0.0002205585,0.0004549753,0.02376716,0.9526867,0.01545686],"study_design_scores_gemma":[0.0002537108,0.00019771,0.004972941,0.001080509,0.00009524995,0.003192434,0.002563355,0.001556859,0.0004570323,0.0599193,0.9255481,0.0001627578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005761991,0.0004119147,0.0001348181,0.9777126,0.002491654,0.00002963835,0.00003114228,0.00002145305,0.01859068],"genre_scores_gemma":[0.005812218,0.0006150273,0.0003404657,0.9567471,0.009967483,0.00006405591,0.00001700269,0.000017945,0.02641875],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2015228,"threshold_uncertainty_score":0.09280056,"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."}}