{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006505527,0.0001380806,0.0003486393,0.002851947,0.009284201,0.005963997,0.001043715,0.002734667,0.003104485],"category_scores_gemma":[0.01678678,0.0004135203,0.0002532467,0.004830829,0.01179354,0.001506595,0.003223895,0.003019706,0.0002558688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07134902,"about_ca_system_score_gemma":0.1001595,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9228992,"about_ca_topic_score_gemma":0.9235976,"domain_scores_codex":[0.9882792,0.002257102,0.0006674915,0.000848959,0.005506078,0.002441101],"domain_scores_gemma":[0.9700149,0.008722942,0.002985294,0.0008344631,0.0091793,0.008263084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002806022,0.0003449809,0.09830222,0.001467246,0.00006471571,0.002386134,0.1967427,0.000851389,0.003956249,0.3619172,0.08905488,0.2446318],"study_design_scores_gemma":[0.00002376416,0.0001217329,0.5604676,0.001143503,0.00001455248,0.0003426829,0.0263335,0.0003839649,0.0003007501,0.003637837,0.4071352,0.00009487652],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5161207,0.05008657,0.0006644785,0.1598799,0.001508603,0.0002100011,0.0004331541,0.00007288622,0.2710238],"genre_scores_gemma":[0.9351506,0.00972704,0.0009112337,0.02061916,0.0002257805,0.0000926316,0.0001312509,0.0000303287,0.03311208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07710081,"threshold_uncertainty_score":0.5176758,"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."}}