{"id":"W4384299581","doi":"10.1186/s12875-023-02105-6","title":"Is it really a challenge to find positive attributes for international medical graduates predictive of success in family medicine residency?","year":2023,"lang":"en","type":"letter","venue":"BMC Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CBC (Canada)","funders":"","keywords":"IMG; Medical education; Selection (genetic algorithm); Reading (process); Selection bias; Graduate medical education; Psychology; Residency training; Tone (literature); Family medicine; Medicine; Accreditation; Political science; Computer science; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04229418,0.0003397969,0.0008086821,0.003307949,0.002139821,0.004621319,0.001501274,0.00221335,0.003772142],"category_scores_gemma":[0.1906396,0.0002660384,0.001003252,0.004175281,0.003745734,0.004099506,0.002096521,0.002354501,0.0007741082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002244162,"about_ca_system_score_gemma":0.008279832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01126715,"about_ca_topic_score_gemma":0.02173212,"domain_scores_codex":[0.9858926,0.006681581,0.001597959,0.00108105,0.003992699,0.0007542606],"domain_scores_gemma":[0.7962084,0.1522751,0.02074033,0.005030471,0.02195671,0.00378902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001272466,0.0001812851,0.6919943,0.002827267,0.0002604368,0.0007083763,0.04649422,0.00008438415,0.0003083266,0.007888312,0.04338435,0.2057415],"study_design_scores_gemma":[0.00004838346,0.0005202957,0.7500262,0.008900378,0.0005528123,0.001533993,0.1257921,0.000692268,0.001086947,0.009280511,0.1014173,0.0001487945],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5813272,0.05165657,0.01758466,0.3136773,0.009206413,0.0006137454,0.001686553,0.0001021773,0.02414536],"genre_scores_gemma":[0.9244257,0.01113537,0.01398911,0.04290411,0.002521042,0.0006810864,0.0007370549,0.00007314174,0.003533512],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04229418,"threshold_uncertainty_score":0.2236757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1204836616081932,"score_gpt":0.4527730941982808,"score_spread":0.3322894325900876,"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."}}