{"id":"W2624648187","doi":"10.1177/0840470417698486","title":"Assessing the prospects for physician supply and demand in Canada: Wishing it was rocket science","year":2017,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadiana.org; Canadian Medical Association","funders":"","keywords":"Rocket (weapon); Supply and demand; Physician supply; Engineering ethics; Business; Medical education; Political science; Medicine; Engineering; Aeronautics; Economics; Health care; Law","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":[0.002073391,0.0002157761,0.00030084,0.002304638,0.003316099,0.003178526,0.001403211,0.0008422699,0.003695875],"category_scores_gemma":[0.01109333,0.0003029052,0.000461345,0.00672974,0.001334996,0.00135779,0.001372378,0.001448462,0.0002642069],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08774482,"about_ca_system_score_gemma":0.1077245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964748,"about_ca_topic_score_gemma":0.9976023,"domain_scores_codex":[0.9974523,0.0002036487,0.00009906436,0.0001177449,0.001284326,0.0008429188],"domain_scores_gemma":[0.9884123,0.001320286,0.00162972,0.00009053767,0.005040541,0.00350657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000225799,0.00006243712,0.9545945,0.0001766109,0.00007677172,0.0002921632,0.003349849,0.001173598,0.0001411365,0.0040872,0.01477951,0.02104041],"study_design_scores_gemma":[0.00001820307,0.00006150587,0.966032,0.000193692,0.00004206329,0.0001103473,0.01987112,0.003631658,0.0001357478,0.0008443419,0.009007434,0.00005191231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9301457,0.002806805,0.0004348329,0.03469472,0.00005748293,0.00008796183,0.01032729,0.00003460258,0.02141061],"genre_scores_gemma":[0.9938479,0.001305703,0.000367376,0.0009837756,0.00002182819,0.00001599744,0.001432747,0.000009672704,0.002015082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9122552,"threshold_uncertainty_score":0.6366363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162901688970093,"score_gpt":0.2813126965264762,"score_spread":0.2650225276294669,"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."}}