{"id":"W4283397792","doi":"10.1093/pch/pxac061","title":"Adolescent medicine subspecialty workforce: Insights from Canada","year":2022,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; McMaster Children's Hospital; Hôpital Notre-Dame","funders":"","keywords":"Subspecialty; Workforce; Medicine; Family medicine; Accreditation; Thematic analysis; Government (linguistics); Descriptive statistics; Population; Mental health; Health care; Medical education; Qualitative research; Psychiatry; Political science; Environmental health","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":[0.002963514,0.0002603167,0.000349673,0.002716054,0.00930784,0.003882604,0.001245617,0.0007751472,0.003487644],"category_scores_gemma":[0.007776062,0.0002889456,0.0002854649,0.00713254,0.001900423,0.001655462,0.003089091,0.002066509,0.0001925129],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0779669,"about_ca_system_score_gemma":0.2236172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9906787,"about_ca_topic_score_gemma":0.9966016,"domain_scores_codex":[0.9961229,0.0005713003,0.0001243481,0.0002082269,0.001256006,0.001717273],"domain_scores_gemma":[0.9879314,0.001769512,0.0009514955,0.00007853575,0.004379973,0.004888987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001401672,0.0002765635,0.4828461,0.001429139,0.00005770599,0.002333981,0.3641275,0.0003030675,0.0005721165,0.007007114,0.05487055,0.08603605],"study_design_scores_gemma":[0.00001987607,0.00006311134,0.442627,0.001839635,0.00002972756,0.0003460025,0.4980919,0.0003680484,0.0001163378,0.0004443434,0.05600327,0.00005084275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9105068,0.01118651,0.0002291702,0.04541541,0.0002051972,0.0001980406,0.002284759,0.00001348475,0.02996056],"genre_scores_gemma":[0.9799113,0.01134254,0.0003536942,0.005052616,0.00004855193,0.00006747527,0.0005585176,0.0000147771,0.002650537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9220331,"threshold_uncertainty_score":0.5656921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04592012858532568,"score_gpt":0.3507050965524924,"score_spread":0.3047849679671667,"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."}}