{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006724324,0.0006803371,0.001077662,0.00175261,0.009458619,0.004917158,0.002716357,0.02613817,0.01512399],"category_scores_gemma":[0.02036517,0.0006161272,0.001499009,0.001641441,0.01311525,0.01602512,0.008455172,0.04134392,0.003403877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0048153,"about_ca_system_score_gemma":0.01080473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01143015,"about_ca_topic_score_gemma":0.02699427,"domain_scores_codex":[0.9938539,0.001498352,0.0004809213,0.001051818,0.001828208,0.001286798],"domain_scores_gemma":[0.9804864,0.007785549,0.001759611,0.001246482,0.002908045,0.005813982],"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":[0.00006288398,0.0001072361,0.007934621,0.0003359992,0.00003915119,0.04830685,0.005612466,0.00006786636,0.0005930742,0.1269584,0.7656094,0.04437195],"study_design_scores_gemma":[0.00005351971,0.00005257035,0.004461442,0.002812803,0.00006185075,0.1895747,0.01621287,0.0003716046,0.0002433018,0.09302374,0.6930116,0.0001199714],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001453908,0.00420164,0.0006504817,0.9784744,0.007161648,0.00001025398,0.00001844016,0.00002552614,0.008003646],"genre_scores_gemma":[0.117432,0.0249006,0.008372833,0.7822454,0.05313551,0.0001233691,0.0001028295,0.000167417,0.01352007],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02613817,"threshold_uncertainty_score":0.05059481,"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."}}