{"id":"W3025983265","doi":"10.2196/16077","title":"Personalized Web-Based Cognitive Rehabilitation Treatments for Patients with Traumatic Brain Injury: Cluster Analysis","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Neuropsychology; Cognition; Traumatic brain injury; Physical medicine and rehabilitation; Psychology; Cluster (spacecraft); Physical therapy; Medicine; Computer science; Psychiatry","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":[0.005098142,0.000736809,0.0008037714,0.003434791,0.0009120635,0.001569999,0.00101357,0.0003563301,0.002943599],"category_scores_gemma":[0.01887455,0.0002344944,0.00192536,0.002877838,0.0004386477,0.0007431535,0.001715198,0.0007406383,0.0004899045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001516036,"about_ca_system_score_gemma":0.003046085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008803308,"about_ca_topic_score_gemma":0.01233048,"domain_scores_codex":[0.9972108,0.001531651,0.0002534619,0.0004485811,0.0003968085,0.0001586681],"domain_scores_gemma":[0.994979,0.002309695,0.0007137191,0.0006052162,0.001135061,0.0002573219],"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":[0.003500339,0.001140008,0.2773382,0.00184939,0.002944463,0.0003652239,0.005004594,0.03994654,0.002046819,0.004046155,0.02361373,0.6382045],"study_design_scores_gemma":[0.0005720695,0.0015776,0.57969,0.001250536,0.002981337,0.0006396772,0.005819722,0.3512989,0.004749372,0.03235727,0.0186715,0.0003919615],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.773948,0.00285962,0.2029543,0.00260557,0.0002877776,0.003173747,0.007170788,0.001513002,0.00548727],"genre_scores_gemma":[0.8945866,0.0006824343,0.09719372,0.0001300199,0.00006191757,0.00202258,0.004323557,0.0002093512,0.0007899382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008803308,"threshold_uncertainty_score":0.02696192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03937686744653624,"score_gpt":0.3650476337689619,"score_spread":0.3256707663224256,"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."}}