{"id":"W7128645430","doi":"10.26180/4969367","title":"The regulation of medical practice in Australia, Canada, United States and Britain","year":2017,"lang":"","type":"article","venue":"Monash University","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commonwealth; Government (linguistics); Medical practice; State (computer science); Subject (documents); Clinical Practice","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002378143,0.0001673398,0.0003018143,0.00009498571,0.003107364,0.00003202248,0.0007923654,0.0004201027,0.000212922],"category_scores_gemma":[0.002675578,0.0001628658,0.00002565018,0.0002641469,0.0006627829,0.0003820116,0.0006387591,0.0009361866,0.000006128008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008906529,"about_ca_system_score_gemma":0.002104207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9911329,"about_ca_topic_score_gemma":0.986044,"domain_scores_codex":[0.9961678,0.001507842,0.0004875475,0.0002994635,0.0009012578,0.0006360351],"domain_scores_gemma":[0.9947455,0.002821569,0.0008881859,0.0006707033,0.0004375899,0.0004364871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004885668,0.0005006858,0.684172,0.001767828,0.0002614836,0.001099336,0.03484786,0.0005379701,0.000009292728,0.0733037,0.1626516,0.03596248],"study_design_scores_gemma":[0.001171322,0.00006883667,0.5021874,0.0008410393,0.00004041666,0.000002938488,0.04580616,0.003484698,0.000003355774,0.0004941924,0.4457692,0.0001305242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178151,0.0004508068,0.00000619752,0.07837726,0.000464709,0.0005849421,0.00009767253,0.000008529366,0.002194803],"genre_scores_gemma":[0.97978,0.006697624,0.00006618476,0.000373506,0.00004884376,4.454312e-7,0.00002948973,0.000008834284,0.01299505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2831175,"threshold_uncertainty_score":0.9981905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04291101950374172,"score_gpt":0.3814953857171945,"score_spread":0.3385843662134528,"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."}}