{"id":"W1989836038","doi":"10.1176/appi.psy.48.1.88","title":"Textbook of Traumatic Brain Injury","year":2007,"lang":"en","type":"article","venue":"Psychosomatics","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Traumatic brain injury; Medicine; Psychology; Psychiatry","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":[0.001212767,0.0001703191,0.000441914,0.0003166155,0.0000416186,0.00001178452,0.0002070098,0.0001320348,0.0007061073],"category_scores_gemma":[0.0005413327,0.0001473921,0.0001377853,0.0004647653,0.0001966288,0.00006352628,0.00002994425,0.0002734538,0.000256521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005958974,"about_ca_system_score_gemma":0.00008113839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008895827,"about_ca_topic_score_gemma":0.000006642104,"domain_scores_codex":[0.9977815,0.00004488555,0.0008244642,0.0002001833,0.0007180328,0.000430984],"domain_scores_gemma":[0.9980658,0.0006480506,0.0001740961,0.0007224384,0.0001375384,0.0002520981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002197147,0.00511977,0.1122619,0.01030771,0.001163259,0.000148964,0.02162805,0.000002846918,0.114447,0.02700416,0.1839092,0.52181],"study_design_scores_gemma":[0.01118581,0.004772853,0.8449075,0.004273984,0.0004053193,0.000600013,0.007058973,0.002624825,0.06216668,0.02587344,0.03486265,0.001267979],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914001,0.0001165468,0.010088,0.002196348,0.0002144664,0.0008307852,0.00001152846,0.0001160142,0.07242529],"genre_scores_gemma":[0.961741,0.00001092578,0.03466521,0.0008208524,0.0001313882,0.00001348133,0.000008430337,0.00004864879,0.002560087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7326456,"threshold_uncertainty_score":0.773138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08837309153036407,"score_gpt":0.4121803408561023,"score_spread":0.3238072493257382,"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."}}