{"id":"W4387231796","doi":"10.37964/cr24769","title":"Health questions on medical licensure applications: effective or counterproductive? A systematic review","year":2023,"lang":"en","type":"review","venue":"Canadian Journal of Physician Leadership","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Licensure; Mental health; MRAS; Health care; Medicine; Stigma (botany); Medical education; MEDLINE; Psychology; Nursing; Psychiatry; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01499064,0.000974098,0.006262452,0.005502063,0.0007361163,0.002924483,0.001874736,0.002410909,0.006766328],"category_scores_gemma":[0.0975599,0.0009006049,0.006707106,0.00634262,0.001131868,0.002844469,0.001577349,0.001581694,0.0003995866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003550217,"about_ca_system_score_gemma":0.01091109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009291762,"about_ca_topic_score_gemma":0.02500603,"domain_scores_codex":[0.9845212,0.007280216,0.004443017,0.000777823,0.002692342,0.0002853412],"domain_scores_gemma":[0.9027984,0.08138727,0.01015874,0.000906285,0.00423411,0.0005152638],"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":[0.0002655915,0.00003823666,0.0008388414,0.9216449,0.00557889,0.00005175977,0.000311642,0.00003727842,0.00006100309,0.0001749869,0.001520407,0.06947655],"study_design_scores_gemma":[0.0003196493,0.000270456,0.004550625,0.9453164,0.03187148,0.0001595321,0.000509586,0.00005665823,0.0001296915,0.000188804,0.01659702,0.00003007246],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001664677,0.9966676,0.0001271166,0.0003820793,0.0001278942,0.0003313902,0.0002453606,0.000008032215,0.000445916],"genre_scores_gemma":[0.02373684,0.9735458,0.0006919367,0.0009134043,0.000107258,0.0006228502,0.0002178989,0.000007392248,0.0001566318],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01499064,"threshold_uncertainty_score":0.07927907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1153136679226333,"score_gpt":0.4239881781395541,"score_spread":0.3086745102169207,"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."}}