{"id":"W4323295168","doi":"10.2196/41091","title":"Research Status and Emerging Trends in Virtual Reality Rehabilitation: Bibliometric and Knowledge Graph Study","year":2023,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Air Force Civil Engineer Center","keywords":"Virtual reality; Neurorehabilitation; Rehabilitation; Citation; Computer science; Psychology; Medicine; Library science; Physical therapy; Artificial intelligence","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":["bibliometrics"],"consensus_categories":["bibliometrics"],"category_scores_codex":[0.001956307,0.0001395427,0.0003426598,0.04281399,0.0001211167,0.00005587903,0.00004502991,0.00008994055,0.00004830208],"category_scores_gemma":[0.0007537934,0.0001198247,0.00005072758,0.05904154,0.0002524939,0.0001431101,0.000118217,0.0003188188,0.00001493506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008775215,"about_ca_system_score_gemma":0.00008089856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002292974,"about_ca_topic_score_gemma":0.0003938468,"domain_scores_codex":[0.9978668,0.0004239981,0.0003648012,0.0004762229,0.0004314679,0.0004367146],"domain_scores_gemma":[0.997888,0.001375138,0.00004088103,0.0002938797,0.0001877646,0.0002143113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001601437,0.0004302285,0.6549376,0.0001467331,0.00003122402,0.00003005608,0.011861,0.000003952936,0.0001943286,0.00006368949,0.005874455,0.3262666],"study_design_scores_gemma":[0.00168867,0.002914645,0.9542164,0.00006646306,0.00001116744,0.000009494288,0.03005261,0.0001097705,0.000005945463,0.0002006523,0.01061603,0.0001081954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941878,0.001892007,0.000001094459,0.001394073,0.000202882,0.0007772598,0.000007175675,0.0001193156,0.001418333],"genre_scores_gemma":[0.997161,0.0006634635,0.0000584834,0.00001857943,0.00007199384,0.0002176253,0.00001571224,0.00002160045,0.001771556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3261584,"threshold_uncertainty_score":0.9680349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04967627340841361,"score_gpt":0.4284243971977755,"score_spread":0.3787481237893618,"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."}}