{"id":"W2056058818","doi":"10.1136/bmj.322.7302.1611","title":"Is it time for evidence based medical registration?","year":2001,"lang":"en","type":"article","venue":"BMJ","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; Information retrieval","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":[0.05462227,0.0006065525,0.001746263,0.002212071,0.004960814,0.01568088,0.003795873,0.01820364,0.07316954],"category_scores_gemma":[0.2612056,0.0009906325,0.002392809,0.002935269,0.00987095,0.03586427,0.008511295,0.01926266,0.02628146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007682076,"about_ca_system_score_gemma":0.0299514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005858331,"about_ca_topic_score_gemma":0.01038821,"domain_scores_codex":[0.9474537,0.02354081,0.006295039,0.003048181,0.01339141,0.006270915],"domain_scores_gemma":[0.7264199,0.08275649,0.03598544,0.01381079,0.04393516,0.09709231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002539953,0.0001876131,0.004107845,0.002033677,0.00009892469,0.0005073251,0.001248442,0.00009335707,0.0003249774,0.02886151,0.7980764,0.1642061],"study_design_scores_gemma":[0.0001651997,0.0003724995,0.008326424,0.008921043,0.00009023013,0.001526897,0.01046153,0.0001246869,0.000174326,0.0385061,0.9311869,0.0001441741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005934265,0.007365562,0.0006137521,0.9735765,0.01108345,0.00002029021,0.00008404863,0.00006516621,0.006597811],"genre_scores_gemma":[0.04974205,0.03803189,0.01027549,0.8209601,0.05777617,0.0005093585,0.0008813399,0.0005228259,0.02130085],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07316954,"threshold_uncertainty_score":0.2888736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1939729347523112,"score_gpt":0.5469126590014867,"score_spread":0.3529397242491754,"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."}}