{"id":"W4291261002","doi":"","title":"COLLEGE of Physicians and Surgeons of Manitoba.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Family medicine; Medical education","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":[],"consensus_categories":[],"category_scores_codex":[0.000347571,0.00008427061,0.0002993797,0.00005915655,0.0001353562,5.514856e-7,0.00009303704,0.00009914525,0.00001488193],"category_scores_gemma":[0.0001099552,0.00007942186,0.00003467828,0.0002478103,0.0001015625,0.00005112939,0.00006433111,0.0001519934,0.00001006932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001012976,"about_ca_system_score_gemma":0.00008885606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002440062,"about_ca_topic_score_gemma":0.003817151,"domain_scores_codex":[0.998688,0.000104006,0.0004344011,0.0001334648,0.0001646895,0.000475405],"domain_scores_gemma":[0.9991359,0.0002079712,0.0002421616,0.0002016435,0.0001195679,0.00009272992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002833985,0.0004697418,0.8338446,0.002571192,0.00009386932,0.00001738355,0.003569456,0.00004649597,0.00009887698,0.09146072,0.02369627,0.04384799],"study_design_scores_gemma":[0.0009966993,0.00002856994,0.9743904,0.0002601383,0.00001993858,9.393679e-7,0.00413684,0.000001628404,0.0003677898,0.003706444,0.01600605,0.00008458904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825501,0.0003277185,0.00001204366,0.001524542,0.0003524985,0.001354061,0.0002120213,0.0000380436,0.01362894],"genre_scores_gemma":[0.9982179,0.000107873,0.00017044,0.0003920799,0.00005499291,0.0004189313,0.000004201826,0.00001260867,0.0006210085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1405458,"threshold_uncertainty_score":0.368866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304581606438699,"score_gpt":0.3424170102048255,"score_spread":0.2993711941404384,"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."}}