{"id":"W2098232867","doi":"10.3389/fneur.2011.00022","title":"The Case for Subspecialization in Neurology: Movement Disorders","year":2011,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neurology; Front (military); Movement disorders; Medicine; Psychiatry; Engineering; 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":[0.0002475568,0.0001617278,0.0002337346,0.0001774082,0.0003774361,0.000008389981,0.000315775,0.0001537023,0.00001024636],"category_scores_gemma":[0.0005974005,0.0001346138,0.0000569109,0.0003263874,0.000506593,0.00007298964,0.0001044773,0.0003757856,0.000005034663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002176318,"about_ca_system_score_gemma":0.00001623816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001298805,"about_ca_topic_score_gemma":0.003715739,"domain_scores_codex":[0.9980841,0.0004299411,0.0003342142,0.0005489235,0.00007180338,0.0005309646],"domain_scores_gemma":[0.9991391,0.0004609173,0.0001024768,0.0002430051,0.00001281025,0.00004171669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01104477,0.0013052,0.7323453,0.00004449192,0.00002742542,0.007576227,0.004578058,0.0004582067,0.000947602,0.1262303,0.08077721,0.03466519],"study_design_scores_gemma":[0.005421441,0.004555553,0.1313872,0.000002865765,0.00003716223,0.000308052,0.0001419391,0.007505964,0.001643339,0.4749284,0.3733409,0.0007271285],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540818,0.00066807,0.005380339,0.01751707,0.0135032,0.001844948,0.00001507206,0.0001148193,0.006874648],"genre_scores_gemma":[0.9846318,0.0006781311,0.0001017077,0.01405912,0.00008076036,0.0003097522,7.324676e-7,0.00002441905,0.0001135926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6009581,"threshold_uncertainty_score":0.548939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02946738480125841,"score_gpt":0.236177622757081,"score_spread":0.2067102379558226,"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."}}