{"id":"W4381997154","doi":"10.2196/45816","title":"Cognitive Training With Head-Mounted Display Virtual Reality in Neurorehabilitation: Pilot Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neurorehabilitation; Rehabilitation; Virtual reality; Cognitive training; Cognitive rehabilitation therapy; Physical medicine and rehabilitation; Cognition; Randomized controlled trial; Psychology; Physical therapy; Stroke (engine); Medicine; Human–computer interaction; 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":[0.001494873,0.0002776698,0.001874903,0.0004454141,0.00007334197,0.00003694325,0.00006347727,0.0001034599,0.00008577073],"category_scores_gemma":[0.003878981,0.0001819942,0.0004088987,0.0007426128,0.0004043691,0.0001252246,0.00002026254,0.0003075736,0.00004562397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008319649,"about_ca_system_score_gemma":0.0003069758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005848805,"about_ca_topic_score_gemma":0.0001316762,"domain_scores_codex":[0.9970015,0.0008497731,0.0008425089,0.0004579246,0.0004681181,0.0003801595],"domain_scores_gemma":[0.9930118,0.006200433,0.0002182101,0.0002187034,0.000194846,0.0001560486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.987755,0.0004090577,0.001206971,0.00007455071,0.0002155163,0.0000645008,0.005689585,0.00005862079,0.0002884059,0.0002429005,0.0001826279,0.00381229],"study_design_scores_gemma":[0.9083446,0.00545939,0.0775891,0.0003686092,0.0001419019,0.00002040587,0.005898967,0.001663138,0.00001325082,0.0001044689,0.0002055653,0.0001906093],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827195,0.00005795075,0.00006846863,0.002806687,0.0005879262,0.01113108,0.00002040062,0.0002769321,0.002331062],"genre_scores_gemma":[0.993274,0.00004036106,0.00006190842,0.0003501238,0.0002388,0.003961831,0.00009481468,0.00004048542,0.001937675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07941038,"threshold_uncertainty_score":0.7421507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02661509359581466,"score_gpt":0.3522898650073443,"score_spread":0.3256747714115296,"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."}}