{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003700785,0.00008464996,0.0001930407,0.00003764757,0.0001030413,0.000002465145,0.0001419252,0.00008388075,0.003795706],"category_scores_gemma":[0.0001141462,0.00007791346,0.00001498868,0.0002234881,0.000005245569,0.00003354041,0.00007134373,0.0003899554,0.003551267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134896,"about_ca_system_score_gemma":0.003403117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9759113,"about_ca_topic_score_gemma":0.9922403,"domain_scores_codex":[0.9983711,0.0002014467,0.0004227566,0.0001722966,0.0002290972,0.0006032948],"domain_scores_gemma":[0.9991152,0.0003240575,0.0001139066,0.0002819682,0.00003275503,0.0001321308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000308013,0.000004362918,0.8927757,0.00006476964,0.000002036819,0.00002183697,0.0005305971,0.00002226023,0.000004600509,0.002058511,0.1031336,0.001350938],"study_design_scores_gemma":[0.0004975531,0.0000163124,0.1461107,0.0009742985,0.000001366677,0.000001297532,0.003635949,0.0001053677,0.000003274703,0.0002686541,0.8482736,0.0001115709],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7523161,0.0001294334,3.829101e-7,0.004511774,0.002226648,0.0009430432,0.000001594766,0.0000268373,0.2398442],"genre_scores_gemma":[0.9591203,0.00001233286,0.0001466603,0.005939438,0.0002536173,0.00008190494,0.000004069415,0.00001363328,0.03442807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7466649,"threshold_uncertainty_score":0.9972246,"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."}}