{"id":"W2084985657","doi":"10.1097/01.htr.0000341436.59627.a5","title":"Psychiatric Hospitalization and Veterans With Traumatic Brain Injury","year":2008,"lang":"en","type":"article","venue":"Journal of Head Trauma Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Adler","funders":"U.S. Public Health Service","keywords":"Traumatic brain injury; Psychiatry; Medicine; Psychology; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008443765,0.0001664727,0.0004461618,0.0005779116,0.0001292526,0.0000235199,0.00008071336,0.00009530277,0.00004950884],"category_scores_gemma":[0.0006581746,0.0001225296,0.0001248646,0.0005559009,0.0002616091,0.0004244189,0.000006799511,0.0003370383,0.000006289968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242435,"about_ca_system_score_gemma":0.0001934883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001700979,"about_ca_topic_score_gemma":0.00001173859,"domain_scores_codex":[0.9978461,0.0001951842,0.000793117,0.0001871359,0.0007546024,0.0002238599],"domain_scores_gemma":[0.9980608,0.0007072064,0.0003099071,0.0002212946,0.000479002,0.0002217397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01067759,0.003260362,0.6857845,0.003505985,0.0006107259,0.0002479075,0.05808038,0.0001317147,0.006385066,0.001330622,0.01355181,0.2164334],"study_design_scores_gemma":[0.004698835,0.01554693,0.9734429,0.0004126481,0.00009715623,0.002433602,0.00175887,0.0002839078,0.0001293319,0.0005975883,0.0004520326,0.0001462456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862871,0.0003248216,0.002243371,0.01009911,0.0001038727,0.0005743291,0.00000359766,0.00002512663,0.0003386838],"genre_scores_gemma":[0.9666057,0.00004343394,0.03291931,0.0001900311,0.0001254247,0.00001198811,0.00000441577,0.00003174045,0.00006798281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2876584,"threshold_uncertainty_score":0.499661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900853748636898,"score_gpt":0.3450990941318109,"score_spread":0.306090556645442,"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."}}