{"id":"W4206512690","doi":"10.5327/1516-3180.534","title":"Parallels between neurologist training in Brazil and in other countries","year":2021,"lang":"en","type":"article","venue":"","topic":"Science and Science Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Duration (music); Neurology; Developing country; Family medicine; Medicine; Neuroradiology; Outpatient clinic; Parallels; Medical school; Pediatrics; Medical education; Psychiatry; Economic growth; Internal medicine","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":[0.001172966,0.00003649593,0.00007800508,0.00006429049,0.0001419466,0.0001193982,0.0001158047,0.00004142877,0.0002323656],"category_scores_gemma":[0.0003498672,0.00003299757,0.000008300714,0.0005718288,0.0003780228,0.0003468747,0.00001630772,0.00004739491,0.00001052326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002463703,"about_ca_system_score_gemma":0.0004496397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002945528,"about_ca_topic_score_gemma":0.06094864,"domain_scores_codex":[0.9991698,0.0001121332,0.000108692,0.0001871129,0.0001905106,0.0002317261],"domain_scores_gemma":[0.9996594,0.0001912272,0.00001945541,0.00005803288,0.00002120051,0.00005070207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001044388,0.000006530305,0.9403036,6.899254e-7,2.666668e-7,0.000003792361,0.04456421,0.000008948013,0.00003704383,0.0109843,0.00009597182,0.003993552],"study_design_scores_gemma":[0.0001216146,0.00001060311,0.9112464,0.000007172922,8.304198e-7,5.972749e-7,0.05613549,0.0000434015,0.00008696513,0.008790932,0.02346829,0.00008769621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474981,0.00005135871,0.00002606579,0.0179476,0.0001162509,0.00004942911,4.662514e-7,0.00001192853,0.03429876],"genre_scores_gemma":[0.9971213,0.00004578898,0.000168835,0.001478598,0.00006912773,0.000004024995,3.313666e-7,0.000001337738,0.001110669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05800311,"threshold_uncertainty_score":0.9561866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09811846047169169,"score_gpt":0.3959597126482889,"score_spread":0.2978412521765972,"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."}}