{"id":"W4404061483","doi":"10.3390/forensicsci4040039","title":"Factors Considered for the Assessment of Risk in Administrative Review Boards of Canada: A Scoping Review","year":2024,"lang":"en","type":"review","venue":"Forensic Sciences","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire en Santé Mentale de Québec; Institut national de psychiatrie légale Philippe-Pinel; Université de Montréal","funders":"","keywords":"Business; Medicine; Environmental health; Environmental planning; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009256991,0.0002956535,0.002991562,0.00008592403,0.0002859098,0.000006589964,0.0005297016,0.0001386178,0.0004445923],"category_scores_gemma":[0.02120555,0.0001339783,0.0003577181,0.0009888887,0.0006903669,0.00006932324,0.0001353418,0.0008275664,0.000001742034],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000191579,"about_ca_system_score_gemma":0.0341717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04009555,"about_ca_topic_score_gemma":0.2892074,"domain_scores_codex":[0.9944666,0.001530495,0.002315217,0.0004453562,0.0008211127,0.0004211949],"domain_scores_gemma":[0.9735304,0.02352114,0.002160993,0.0004507374,0.0002324019,0.000104403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[7.008437e-7,0.00001487923,0.0001107121,0.9016466,0.00005999254,0.000001242656,0.0002008182,6.991446e-8,3.192038e-9,0.001675492,0.04116954,0.05511995],"study_design_scores_gemma":[0.00003428331,0.00006513027,0.00003015905,0.6580371,0.001158899,4.833495e-7,0.0009560797,0.000004280652,9.647995e-8,0.0001682554,0.3394555,0.00008971168],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005805901,0.986691,0.000009284519,0.003718715,0.0009865295,0.007172826,0.0003325935,0.000007614024,0.001075635],"genre_scores_gemma":[0.00004832673,0.9981766,0.000344271,0.0005436842,0.00007362322,0.0007128497,0.00002048656,0.00001131545,0.00006878249],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.298286,"threshold_uncertainty_score":0.9870393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.447381983634123,"score_gpt":0.6126034697962656,"score_spread":0.1652214861621426,"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."}}