{"id":"W4394015458","doi":"10.1016/j.jaad.2024.02.061","title":"Cognitive bias in the patient encounter: Part II. Debiasing using an adaptive toolbox","year":2024,"lang":"en","type":"review","venue":"Journal of the American Academy of Dermatology","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Debiasing; Cognitive bias; Cognition; Toolbox; Confirmation bias; Cognitive psychology; Heuristics; Metacognition; Psychology; Situational ethics; Computer science; Social psychology","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":[0.002509955,0.0009127572,0.00257959,0.001772139,0.000217298,0.001620073,0.001546089,0.001170993,0.00256981],"category_scores_gemma":[0.008574429,0.0003242509,0.001490098,0.001533032,0.0006951254,0.00129501,0.0009130721,0.001688836,0.0005161475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001105657,"about_ca_system_score_gemma":0.001934746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003955355,"about_ca_topic_score_gemma":0.007496622,"domain_scores_codex":[0.9987916,0.0004558247,0.0002577129,0.0001609939,0.0002843163,0.00004961929],"domain_scores_gemma":[0.9953376,0.003479436,0.0006414646,0.00006589999,0.0004010659,0.0000745715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002326012,0.0000983378,0.001540496,0.04011215,0.0005770472,0.00007031171,0.00007040377,0.0001764551,0.0001704112,0.0005602863,0.003710287,0.9526812],"study_design_scores_gemma":[0.002135671,0.002059743,0.14463,0.3754927,0.01670209,0.01585535,0.001555722,0.002919988,0.002725356,0.007360931,0.4280586,0.000503857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006128593,0.9986725,0.0001213667,0.0001769255,0.00004273271,0.0000207198,0.00002247333,0.000003147007,0.0003272575],"genre_scores_gemma":[0.00757143,0.9911706,0.0005279781,0.0003310484,0.0001124435,0.00004772762,0.00007133654,0.000002105221,0.000165203],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003955355,"threshold_uncertainty_score":0.01327407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1764372603810211,"score_gpt":0.4521475554833286,"score_spread":0.2757102951023075,"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."}}