{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002700068,0.00008670894,0.00009074382,0.00005488049,0.0004885005,0.000253627,0.000247173,0.00001970206,7.434737e-7],"category_scores_gemma":[0.00002456373,0.00007002794,0.00001000993,0.0001013425,0.00005278222,0.0003299461,0.00007861538,0.0001001522,4.109244e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000425085,"about_ca_system_score_gemma":0.0001412866,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07934664,"about_ca_topic_score_gemma":0.3387128,"domain_scores_codex":[0.9991493,0.000004261906,0.0001240096,0.0001602076,0.0001719498,0.0003902657],"domain_scores_gemma":[0.9996142,0.00002094484,0.00002997874,0.0002353196,0.00002204557,0.00007756121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000003993466,0.00001972313,0.03532982,0.004001977,0.0000287436,0.00001008165,0.0008728862,0.0008741178,0.0001053014,0.006158444,0.01598157,0.9366133],"study_design_scores_gemma":[0.00049544,0.00002751886,0.7798264,0.0006755573,0.00001559164,0.000002643604,0.004664297,0.1755191,0.0004441158,0.003058695,0.03493286,0.0003377775],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7960408,0.001405587,0.008223177,0.184786,0.003483357,0.002079081,0.0000175659,0.000166549,0.003797869],"genre_scores_gemma":[0.9987013,0.00007836659,0.0004476173,0.0005662321,0.00006881265,0.00008384914,0.000003568588,0.00001227861,0.00003800611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9362755,"threshold_uncertainty_score":0.926784,"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."}}