{"id":"W27013379","doi":"","title":"Exodus of male physicians from primary care drives shift to specialty practice.","year":2007,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Primary care; Medicine; Workforce; Family medicine; Physician supply; Economic shortage; Quarter (Canadian coin); Population; Primary care physician; Health care; Political science; Government (linguistics); Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.001551735,0.0001139514,0.0002071577,0.0008825681,0.001028288,0.001309067,0.0002451803,0.000759465,0.01417991],"category_scores_gemma":[0.008065798,0.000123667,0.0003040037,0.0007773415,0.0007778372,0.0006344069,0.0008233391,0.001113451,0.001370496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753457,"about_ca_system_score_gemma":0.002323348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01728556,"about_ca_topic_score_gemma":0.03071338,"domain_scores_codex":[0.9984328,0.0004531877,0.00006537349,0.0001742055,0.0004634081,0.0004111026],"domain_scores_gemma":[0.9899825,0.002362847,0.004213619,0.0002207973,0.0009813214,0.002238964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001395107,0.0001525267,0.9211723,0.00005326964,0.00005063469,0.0004236818,0.0007959807,0.0003906517,0.0003356083,0.01358971,0.0225179,0.04037815],"study_design_scores_gemma":[0.00004021075,0.0001140675,0.9665399,0.00007777408,0.00003807927,0.0004834307,0.003027859,0.001354449,0.0002488013,0.006377589,0.02168867,0.000009145425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8405423,0.003844121,0.002639543,0.1068147,0.0004992042,0.00007644703,0.001578249,0.000054195,0.04395118],"genre_scores_gemma":[0.9898315,0.0006595789,0.0002683916,0.003476312,0.0003178726,0.00001265332,0.0001915585,0.000005713871,0.005236485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01728556,"threshold_uncertainty_score":0.04743654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864997508933993,"score_gpt":0.2495932477123829,"score_spread":0.2109432726230429,"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."}}