{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005743999,0.0002921592,0.0007811018,0.0003567949,0.0001096326,0.00005020929,0.0001796259,0.0002268595,0.0007905443],"category_scores_gemma":[0.002533953,0.0002032661,0.0003197702,0.00122689,0.0003921246,0.000309676,0.00003773772,0.0003476847,0.0000691021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001557586,"about_ca_system_score_gemma":0.00054674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003944228,"about_ca_topic_score_gemma":0.000005979826,"domain_scores_codex":[0.996248,0.0001404932,0.0009533049,0.0002300291,0.001975782,0.000452387],"domain_scores_gemma":[0.9957916,0.002281151,0.0002717176,0.0002676866,0.0005291497,0.0008587125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0640454,0.01233655,0.3027422,0.0193844,0.02510757,0.00003629709,0.2291814,0.0001069596,0.0000205513,0.001100392,0.1569376,0.1890007],"study_design_scores_gemma":[0.08765203,0.0226527,0.07805453,0.001527266,0.005468519,0.000004627477,0.01726324,0.7822866,0.00003822811,0.000136348,0.004103834,0.000812106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578303,0.000006686262,0.02015133,0.01580749,0.00002817535,0.004812381,0.0003045023,0.0001579892,0.0009011478],"genre_scores_gemma":[0.9637282,0.00000177064,0.02005336,0.01334862,0.00006438883,0.001135072,0.001514283,0.00004382913,0.0001104332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7821796,"threshold_uncertainty_score":0.8655906,"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."}}