{"id":"W2912548934","doi":"10.1016/j.bjpt.2019.01.010","title":"Higher order thinking about differential diagnosis","year":2019,"lang":"en","type":"review","venue":"Brazilian Journal of Physical Therapy","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"CLARITY; Medical diagnosis; Differential diagnosis; Set (abstract data type); Health care; Process (computing); Medicine; Computer science; Intensive care medicine; Psychology; Pathology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003307856,0.0006194985,0.004295724,0.0002067045,0.00006808935,0.00009400983,0.0005143511,0.0003999468,0.001168091],"category_scores_gemma":[0.002945827,0.0003629528,0.002958773,0.0004258706,0.0001545313,0.00009204378,0.00006276256,0.001574799,0.0003113348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058783,"about_ca_system_score_gemma":0.0006037193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003434419,"about_ca_topic_score_gemma":1.256738e-7,"domain_scores_codex":[0.9966871,0.0002751718,0.00126132,0.0004012089,0.0009412616,0.0004339852],"domain_scores_gemma":[0.9875088,0.009869554,0.001255322,0.0005560095,0.0003489423,0.0004614111],"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":[0.0001260583,0.001263216,0.0001056535,0.001182721,0.001122726,0.0001380519,0.00007901274,7.468138e-7,0.000002116067,0.0003341605,0.004230655,0.9914149],"study_design_scores_gemma":[0.002463995,0.001586366,0.0006301799,0.07743863,0.002055548,0.0001185186,0.000003934152,0.000002782533,0.000007976977,0.0006197598,0.9147049,0.000367364],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001284222,0.9952191,0.00003344762,0.0003392973,0.001707891,0.0005786676,0.00002111673,0.00003093118,0.0007852939],"genre_scores_gemma":[0.0006795012,0.9914645,0.0001886431,0.000462185,0.005998366,0.00002411219,0.00003222601,0.0001309162,0.00101956],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9910475,"threshold_uncertainty_score":0.9998822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06574197211650293,"score_gpt":0.4022012643208128,"score_spread":0.3364592922043098,"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."}}