{"id":"W2996827193","doi":"10.1136/bmj.l6971","title":"Working as a doctor in Canada","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Economic shortage; Immigration; Work (physics); Quality (philosophy); Economic growth; Political science; Geography; Business; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003092503,0.0004233761,0.000785169,0.001653734,0.01712824,0.005737018,0.002053556,0.003536377,0.07029551],"category_scores_gemma":[0.01193058,0.000473923,0.0006581584,0.002640039,0.004000567,0.001974225,0.005522737,0.006801808,0.009937127],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04077553,"about_ca_system_score_gemma":0.2958109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9197733,"about_ca_topic_score_gemma":0.976694,"domain_scores_codex":[0.991557,0.0004814093,0.0002430405,0.000548196,0.00241155,0.00475883],"domain_scores_gemma":[0.9561734,0.0007053675,0.0004986057,0.0002623326,0.005629821,0.03673048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002617703,0.00005076461,0.005956739,0.000277853,0.00001262744,0.0007733016,0.00213077,0.00003460803,0.0001768142,0.004357539,0.9499468,0.03625589],"study_design_scores_gemma":[0.00003343674,0.00004425925,0.01463215,0.0009280212,0.00001634506,0.0007082992,0.006400052,0.00004480117,0.00004918231,0.001279958,0.9758264,0.00003710819],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01249903,0.03120823,0.0003961782,0.5890816,0.02798939,0.000240671,0.002486887,0.000231622,0.3358665],"genre_scores_gemma":[0.1442044,0.05561938,0.001587915,0.4429991,0.006198558,0.0002287625,0.00204689,0.0002415317,0.3468734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9592245,"threshold_uncertainty_score":0.2958486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05085713933762591,"score_gpt":0.4405647262469349,"score_spread":0.389707586909309,"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."}}