{"id":"W7133045636","doi":"","title":"Predictors and Consequences of Longitudinal Recovery Following Moderate to Severe Traumatic Brain Injury","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Psychosocial; Depression (economics); Longitudinal study; Depressive symptoms; Traumatic brain injury; Neuropsychology; Prospective cohort study","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":[0.001601775,0.0002022816,0.0002613263,0.0005892529,0.0007131396,0.0009347568,0.0004372556,0.0003992821,0.001296288],"category_scores_gemma":[0.008746512,0.0001789676,0.0004953053,0.0006723432,0.0003397652,0.0007286356,0.001164018,0.001003567,0.000222623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004541183,"about_ca_system_score_gemma":0.0008840123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01248441,"about_ca_topic_score_gemma":0.01715064,"domain_scores_codex":[0.9994854,0.0001188813,0.00006600689,0.00009434442,0.00007195157,0.0001634564],"domain_scores_gemma":[0.9966183,0.0005135628,0.001678958,0.0002074834,0.0004225502,0.0005590401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000129615,0.00006472048,0.9961933,0.0000120068,0.00003256819,0.00005233773,0.0001857876,0.000111731,0.00008049511,0.00003264254,0.0000917281,0.003013151],"study_design_scores_gemma":[0.000001795102,0.0001003638,0.9990973,0.00001076445,0.00001697852,0.00007311928,0.0003524455,0.0001574142,0.00004497314,0.00005735521,0.00008350931,0.000004003789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991757,0.0001986063,0.00005488973,0.0001166645,0.000005534781,0.000006864924,0.000250264,0.00000265238,0.0001887806],"genre_scores_gemma":[0.9991394,0.0001620542,0.00004485048,0.00001485173,0.000007229738,0.000008327728,0.0004729911,0.000001262056,0.0001488375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01248441,"threshold_uncertainty_score":0.02482349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07378614516208502,"score_gpt":0.4067029073496435,"score_spread":0.3329167621875585,"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."}}