{"id":"W2100445121","doi":"10.2190/hs.39.1.i","title":"Users and Suppliers of Physician Services: A Tale of Two Populations","year":2009,"lang":"en","type":"preprint","venue":"International Journal of Health Services","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Economic shortage; Population; Physician supply; Business; Health care; Population ageing; Variable (mathematics); Population growth; Population size; Demographic economics; Actuarial science; Medicine; Economics; Economic growth; 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":[0.002782815,0.000385241,0.0006397247,0.003223336,0.001663014,0.004584314,0.0007558665,0.001703235,0.004233834],"category_scores_gemma":[0.008283133,0.0004630584,0.000824157,0.003937704,0.004864228,0.006489779,0.004957847,0.002306391,0.0002997809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007088202,"about_ca_system_score_gemma":0.003926024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.181755,"about_ca_topic_score_gemma":0.1847477,"domain_scores_codex":[0.9976163,0.00110127,0.00008223778,0.0002110483,0.0005749481,0.0004141032],"domain_scores_gemma":[0.9962308,0.001486776,0.000715099,0.000337269,0.0006133058,0.0006168355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005758799,0.0003924968,0.5369528,0.0003438856,0.000298966,0.001319798,0.03841269,0.003181522,0.001472568,0.2697495,0.0129749,0.134325],"study_design_scores_gemma":[0.0001514013,0.0005443341,0.7157335,0.000673241,0.0002420905,0.001488841,0.07215022,0.007058765,0.00080067,0.1373979,0.06350502,0.0002539158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8516288,0.01631956,0.008224943,0.06317903,0.0002865659,0.00021048,0.00191139,0.00005134017,0.05818773],"genre_scores_gemma":[0.9794726,0.006930117,0.001764828,0.002872029,0.0002507198,0.0001659621,0.0005959905,0.00003619161,0.007911526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.181755,"threshold_uncertainty_score":0.3613942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05218818088644056,"score_gpt":0.3495645540949151,"score_spread":0.2973763732084745,"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."}}