{"id":"W2118042850","doi":"10.1016/j.genhosppsych.2015.06.007","title":"Depression — a common disorder across a broad spectrum of neurological conditions: a cross-sectional nationally representative survey","year":2015,"lang":"en","type":"article","venue":"General Hospital Psychiatry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Brain Institute; University of Calgary","funders":"Canada Research Chairs; Alberta Innovates - Health Solutions","keywords":"Depression (economics); Medicine; Migraine; Traumatic brain injury; Cross-sectional study; Epilepsy; Population; Stroke (engine); Psychiatry; Physical therapy; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008611535,0.0002203937,0.0003829867,0.0001127922,0.000156882,0.00005806853,0.00025848,0.0002082248,0.000251909],"category_scores_gemma":[0.000572226,0.0001852534,0.0001850909,0.0004450834,0.0004738116,0.0001967315,0.0001862322,0.0004871098,0.00007076448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005779073,"about_ca_system_score_gemma":0.0003596564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006693503,"about_ca_topic_score_gemma":0.0004195027,"domain_scores_codex":[0.9970669,0.0002958801,0.0006302192,0.0005534983,0.001015112,0.0004384051],"domain_scores_gemma":[0.9983592,0.0002071834,0.0002144209,0.0004663122,0.0004386203,0.0003142681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001265213,0.001085758,0.9842886,0.00003393929,0.0001020145,0.00001185428,0.0002564641,0.0001686384,0.00006117547,0.0006798538,0.01193013,0.0001163935],"study_design_scores_gemma":[0.003521364,0.001722718,0.9863406,0.00002584979,0.00001196487,0.00008985368,0.0001201309,0.0006646888,0.00006626721,0.007161552,0.00009632442,0.0001786731],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940934,0.000312815,0.0001257914,0.001999551,0.001201818,0.0006729232,0.0005745225,0.00007767244,0.000941525],"genre_scores_gemma":[0.9952261,0.000007979623,0.002176184,0.0003762128,0.0004161204,0.00008662272,0.0006738361,0.00003302329,0.001003944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0118338,"threshold_uncertainty_score":0.7554414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06424217142701029,"score_gpt":0.413859779917988,"score_spread":0.3496176084909777,"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."}}