{"id":"W2949076443","doi":"10.1503/cmaj.109-5760","title":"Unemployed physicians a sign of poor workforce planning","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Stephen's University","funders":"","keywords":"Workforce; Sign (mathematics); Certification; Work (physics); Workforce planning; Medical education; Computer science; Medicine; Management; Economic growth; Engineering; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001725742,0.0001465648,0.0002458645,0.001412844,0.002587999,0.001523849,0.0003892699,0.0009910662,0.01466244],"category_scores_gemma":[0.01307587,0.0002068346,0.0002212895,0.001445623,0.001534909,0.000941247,0.001338186,0.001604958,0.002118725],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065077,"about_ca_system_score_gemma":0.003123264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03342417,"about_ca_topic_score_gemma":0.05310408,"domain_scores_codex":[0.9987481,0.0001965698,0.00009843361,0.000087493,0.0004270296,0.0004423664],"domain_scores_gemma":[0.989272,0.001310697,0.003569442,0.0003391232,0.001640109,0.003868727],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001801232,0.0001146395,0.8254622,0.0004208794,0.00005384267,0.002868817,0.008436672,0.0001507303,0.00128974,0.002680527,0.09933287,0.059009],"study_design_scores_gemma":[0.00001747198,0.0001237756,0.8859896,0.0007641808,0.00003047352,0.003217195,0.02460712,0.0001398915,0.0002531219,0.002158402,0.08265165,0.00004706105],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7690262,0.006537615,0.0007969764,0.1288695,0.001097807,0.0001254401,0.002437372,0.0001172519,0.09099177],"genre_scores_gemma":[0.9676696,0.003196527,0.0007929521,0.01439927,0.0003108789,0.00003456972,0.0005828897,0.00003222454,0.012981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9989349,"threshold_uncertainty_score":0.06645924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350991000318862,"score_gpt":0.3702301282827498,"score_spread":0.3467202182795611,"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."}}