{"id":"W1605344908","doi":"10.36834/cmej.36615","title":"Trainees’ views of physician workforce policy in Quebec and their impact on career intentions","year":2014,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centrale des Syndicats du Québec; Centre hospitalier universitaire de Québec; Fédération des Maisons D'Hébergement pour Femmes; Université Laval","funders":"McGill University","keywords":"Workforce; Specialty; Position (finance); Government (linguistics); Workforce planning; Plan (archaeology); Medicine; Career planning; IMG; Family medicine; Medical education; Nursing; Business; Political science; Geography; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.002304115,0.0001035381,0.0001192606,0.0004996653,0.002307728,0.001519327,0.0005051611,0.0004517264,0.00569244],"category_scores_gemma":[0.007023116,0.0001147112,0.0002161187,0.0009287803,0.001058305,0.0004450576,0.0006166289,0.0007301213,0.000214399],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01946642,"about_ca_system_score_gemma":0.01820797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9654952,"about_ca_topic_score_gemma":0.9783654,"domain_scores_codex":[0.9987206,0.0003815638,0.00005206138,0.00006858994,0.0003556494,0.0004215474],"domain_scores_gemma":[0.9916787,0.002104548,0.001597182,0.00009440083,0.002030283,0.002494886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006884713,0.00008783129,0.9618593,0.00006619865,0.00002222842,0.0002071139,0.01755172,0.0002285781,0.0004463211,0.0003511284,0.005062446,0.01404818],"study_design_scores_gemma":[0.000004732869,0.00004066735,0.9744621,0.0000814393,0.000006138084,0.00003903101,0.02100648,0.0002900524,0.00005602635,0.00002544287,0.003973888,0.00001399223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895962,0.0002616429,0.00007559335,0.003891877,0.00001686309,0.00002126163,0.0004457252,0.000005878388,0.005684927],"genre_scores_gemma":[0.9976851,0.0001917084,0.00006992702,0.0004587578,0.000007418157,0.00001316012,0.0001280369,0.00000212167,0.001443802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9805336,"threshold_uncertainty_score":0.1412394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04071864940889406,"score_gpt":0.4348836873796654,"score_spread":0.3941650379707713,"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."}}