{"id":"W2078481186","doi":"10.1503/cmaj.080639","title":"Annual residency scramble near completion","year":2008,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical school; Residency training; Medical education; Medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003166862,0.0004900521,0.0004170978,0.003014805,0.00390916,0.001959331,0.001384297,0.001591365,0.1019403],"category_scores_gemma":[0.01769611,0.0005068055,0.0005521115,0.001408277,0.0004943449,0.001260108,0.004384682,0.003191565,0.04324797],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002471104,"about_ca_system_score_gemma":0.01176644,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02692917,"about_ca_topic_score_gemma":0.0780202,"domain_scores_codex":[0.9944918,0.0004506393,0.0002939113,0.0003424519,0.002136993,0.002284174],"domain_scores_gemma":[0.9805092,0.001105617,0.002016362,0.0008980982,0.006144855,0.009325857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001307787,0.0001322568,0.01194811,0.0001268343,0.000006927211,0.0001553808,0.000380605,0.0001097838,0.000629661,0.001259706,0.8797445,0.1053754],"study_design_scores_gemma":[0.00004938241,0.0003520436,0.1787384,0.000386613,0.00001043833,0.0004248713,0.002569453,0.0002849327,0.0006608068,0.001003091,0.8154668,0.00005312277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.1907716,0.002874077,0.005164574,0.1166153,0.04488878,0.001851307,0.03433655,0.006006955,0.597491],"genre_scores_gemma":[0.3307898,0.002491265,0.005978928,0.03730923,0.009058723,0.001702562,0.02655969,0.001077213,0.5850325],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9975289,"threshold_uncertainty_score":0.3410243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03297834155207936,"score_gpt":0.3750041099064986,"score_spread":0.3420257683544192,"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."}}