{"id":"W4381191633","doi":"10.1177/08404704231183175","title":"What can publicly funded schools teach us about how to fix the family doctor shortage?","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Economic shortage; Investment (military); Public relations; Paradigm shift; Primary care; Business; Nursing; Economic growth; Medicine; Medical education; Political science; Family medicine; Economics; Government (linguistics); Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02376828,0.0009527458,0.0012231,0.002570917,0.006305963,0.01187628,0.003544896,0.0190246,0.03815618],"category_scores_gemma":[0.09003938,0.0005525534,0.001873432,0.001620678,0.00659534,0.01640675,0.009212181,0.01689094,0.007010866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0104657,"about_ca_system_score_gemma":0.05737941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03066632,"about_ca_topic_score_gemma":0.04515193,"domain_scores_codex":[0.9878694,0.005191846,0.0003067176,0.0005044742,0.002238401,0.003889034],"domain_scores_gemma":[0.9311352,0.02394923,0.004940794,0.002271894,0.011157,0.02654577],"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":[0.0001742354,0.001099745,0.004407253,0.002172977,0.0001354555,0.0002950108,0.002337609,0.0005009909,0.0002200669,0.03817655,0.7403743,0.2101058],"study_design_scores_gemma":[0.0008552465,0.0007011623,0.02052313,0.01554681,0.0002347439,0.0001915088,0.01398924,0.0005964738,0.000572252,0.06878644,0.8777952,0.0002078275],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001568822,0.007566064,0.0005392599,0.9787827,0.006426889,0.00004515727,0.0001130821,0.0001165259,0.004841426],"genre_scores_gemma":[0.09982362,0.03738809,0.008088462,0.8166223,0.01840752,0.0006605981,0.0004578863,0.0002350727,0.01831653],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03815618,"threshold_uncertainty_score":0.1276451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07880098958532233,"score_gpt":0.4137384476256391,"score_spread":0.3349374580403168,"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."}}