{"id":"W4413498028","doi":"10.64628/aam.urqne33hn","title":"Family doctor shortage: Medical education reform can help address critical gaps, starting with a specialized program","year":2023,"lang":"en","type":"article","venue":"","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Economic shortage; Medical education; Political science; Medicine","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":[0.005093653,0.0003074677,0.0004373133,0.0007811178,0.003076778,0.002715505,0.001076786,0.004263839,0.04517516],"category_scores_gemma":[0.02267148,0.0001916841,0.0006037769,0.0006661377,0.001158774,0.004804474,0.003534852,0.00427779,0.002348191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003736231,"about_ca_system_score_gemma":0.03007835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01981356,"about_ca_topic_score_gemma":0.05067542,"domain_scores_codex":[0.9980994,0.000649474,0.00008350572,0.0001483622,0.0002315762,0.0007877034],"domain_scores_gemma":[0.9749731,0.003391319,0.001987216,0.0004641438,0.001954631,0.01722953],"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":[0.0005522897,0.003943404,0.1140944,0.00149511,0.0001219709,0.001019445,0.002617463,0.0006805272,0.001021096,0.02811913,0.4841417,0.3621935],"study_design_scores_gemma":[0.001124481,0.00188938,0.6335869,0.01148995,0.0002689547,0.001386317,0.02236593,0.002408867,0.001032968,0.05722319,0.2670399,0.0001831287],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04951254,0.003735034,0.0006476052,0.9323719,0.003212394,0.00005419485,0.000370773,0.00006624628,0.01002929],"genre_scores_gemma":[0.7505122,0.007062132,0.004664917,0.2173106,0.009276399,0.0002349435,0.0007882041,0.00005787231,0.01009265],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04517516,"threshold_uncertainty_score":0.151126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07787934102915414,"score_gpt":0.4962581266977169,"score_spread":0.4183787856685628,"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."}}