{"id":"W4410705576","doi":"10.1080/23279095.2025.2509293","title":"Impact of physiological and neuropsychological function on quality of life in traumatic brain injury patients","year":2025,"lang":"en","type":"article","venue":"Applied Neuropsychology Adult","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science and Technology Council","keywords":"Traumatic brain injury; Neuropsychology; Brain function; Quality of life (healthcare); Medicine; Psychology; Clinical psychology; Neuroscience; Physical medicine and rehabilitation; Psychiatry; Cognition; Psychotherapist","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":[0.0004144724,0.000244075,0.0002935287,0.0005658218,0.0002895841,0.000501256,0.0001475665,0.0002161686,0.000994017],"category_scores_gemma":[0.002417244,0.00008570192,0.000439846,0.0004636596,0.000214315,0.0002584952,0.000441662,0.0003582177,0.000118373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002583212,"about_ca_system_score_gemma":0.0001729778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001663167,"about_ca_topic_score_gemma":0.002276282,"domain_scores_codex":[0.999649,0.0001115269,0.00005069511,0.00004232541,0.00007954511,0.00006686716],"domain_scores_gemma":[0.9991668,0.000132839,0.0003543175,0.00004548769,0.0001209686,0.0001795256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000298978,0.0001540581,0.990799,0.00002550172,0.0001418369,0.0001107288,0.0001868531,0.00009720446,0.0003481663,0.0000127028,0.00009733693,0.007727759],"study_design_scores_gemma":[0.000004331269,0.0002392997,0.9992647,0.000005045796,0.00002696441,0.0001028148,0.0001406791,0.0000857847,0.00005172856,0.00002008548,0.00005502555,0.000003521791],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999225,0.0002728965,0.00003523961,0.00002861342,0.00000435104,0.000004992447,0.0001082334,0.000001261643,0.000319339],"genre_scores_gemma":[0.9997007,0.00008293936,0.00002879445,0.00001452719,0.000004769527,0.000004434788,0.0001163479,4.414776e-7,0.00004705087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001663167,"threshold_uncertainty_score":0.003325343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08510484615837306,"score_gpt":0.4177788487029676,"score_spread":0.3326740025445945,"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."}}