{"id":"W2832801248","doi":"10.2196/11295","title":"Unraveling the Biopsychosocial Factors of Fatigue and Sleep Problems After Traumatic Brain Injury: Protocol for a Multicenter Longitudinal Cohort Study","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biopsychosocial model; Actigraphy; Traumatic brain injury; Cohort; Medicine; Rehabilitation; Quality of life (healthcare); Longitudinal study; Sleep disorder; Neurorehabilitation; Social support; Physical therapy; Cohort study; Psychology; Clinical psychology; Psychiatry; Cognition; Insomnia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02935243,0.003242799,0.00362241,0.001723068,0.004244091,0.001547165,0.002141098,0.002828492,0.01612758],"category_scores_gemma":[0.01679851,0.001769142,0.003658447,0.002356022,0.001371843,0.001730644,0.002085378,0.003359702,0.002906572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003592398,"about_ca_system_score_gemma":0.01381513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006165145,"about_ca_topic_score_gemma":0.00908423,"domain_scores_codex":[0.9870219,0.007816381,0.002030615,0.001229782,0.0009193682,0.0009819531],"domain_scores_gemma":[0.9886498,0.001622049,0.001936204,0.001804599,0.00473012,0.001257061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.4925114,0.07444871,0.1189565,0.0315236,0.006430282,0.002290274,0.007677219,0.01263142,0.01370845,0.01014911,0.09722776,0.1324453],"study_design_scores_gemma":[0.3344228,0.1283241,0.3181372,0.01019656,0.003784515,0.0006416274,0.005090519,0.01051938,0.005217377,0.007486098,0.1752927,0.0008871591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01361802,0.0003448011,0.003522131,0.0002540599,0.0002238927,0.9779211,0.003264476,0.00007323849,0.0007782595],"genre_scores_gemma":[0.003713818,0.00006022714,0.002626818,0.00007900658,0.00001758469,0.9928208,0.0005050236,0.000003311151,0.0001733345],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02935243,"threshold_uncertainty_score":0.1552323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4739129454255305,"score_gpt":0.5949912498416192,"score_spread":0.1210783044160887,"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."}}