{"id":"W4308426199","doi":"10.21315/mjms2022.29.5.6","title":"Cognitive Impairment and Neuropsychiatry Manifestation Following Mild and Moderate Traumatic Brain Injury at 3 Months and 6 Months","year":2022,"lang":"en","type":"article","venue":"Malaysian Journal of Medical Sciences","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuropsychiatry; Traumatic brain injury; Montreal Cognitive Assessment; Medicine; Cognitive impairment; Rehabilitation; Cognition; Physical therapy; Pediatrics; Psychiatry; Internal medicine","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":[0.0005754086,0.0002869082,0.0004397706,0.0008595147,0.0006602011,0.0005048691,0.0003075123,0.0004056329,0.001200047],"category_scores_gemma":[0.002479187,0.0001125032,0.0005748402,0.0005920719,0.0003497689,0.0004405093,0.0005368016,0.000657319,0.0002013358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004784502,"about_ca_system_score_gemma":0.0005049182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005617482,"about_ca_topic_score_gemma":0.007692742,"domain_scores_codex":[0.9996473,0.00005408777,0.00004897409,0.00004255235,0.00009091375,0.0001162018],"domain_scores_gemma":[0.9981096,0.0001379489,0.001056279,0.00003799804,0.0001860486,0.0004721257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002239019,0.00006239766,0.9974591,0.00001089035,0.0000200828,0.0004639774,0.0001510452,0.00003002994,0.00008869849,0.000006393348,0.00005224489,0.001431365],"study_design_scores_gemma":[0.000001943713,0.0001982213,0.9987946,0.000004766585,0.00001001537,0.0007645682,0.0001348608,0.00002515956,0.00002650391,0.00000775827,0.00002863401,0.000002955562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994204,0.0001924433,0.00001344171,0.00002778181,0.000004690775,0.000006810837,0.00006121879,0.000001190021,0.0002719573],"genre_scores_gemma":[0.9997552,0.00006096565,0.00001414151,0.000008206223,0.000007458309,0.000003351985,0.0000784674,2.681822e-7,0.00007183036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005617482,"threshold_uncertainty_score":0.01116955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05824991276787048,"score_gpt":0.3619882964756097,"score_spread":0.3037383837077392,"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."}}