{"id":"W4385432575","doi":"10.2196/47114","title":"Virtual Reality for Pulmonary Rehabilitation: Comprehensive Review","year":2023,"lang":"en","type":"review","venue":"JMIR Rehabilitation and Assistive Technologies","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deputy Ministry of Research, Innovation and Digital Policy; European Commission","keywords":"Pulmonary rehabilitation; Virtual reality; Medicine; Anxiety; Rehabilitation; Biofeedback; Thematic analysis; Quality of life (healthcare); Asthma; Physical therapy; Computer science; Nursing; Qualitative research; Human–computer interaction; Internal medicine; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007535875,0.0007678553,0.003021582,0.0008268696,0.0002785554,0.00004434886,0.0003489053,0.0007093364,0.00003905339],"category_scores_gemma":[0.00831419,0.0006237476,0.001091223,0.00153065,0.001915667,0.0001795773,0.0004356228,0.0008645441,0.0000931088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009165962,"about_ca_system_score_gemma":0.00066701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008986666,"about_ca_topic_score_gemma":0.000002346158,"domain_scores_codex":[0.9954824,0.0004280787,0.001359117,0.001515251,0.0006310969,0.0005839838],"domain_scores_gemma":[0.989041,0.008061129,0.0005882759,0.00117859,0.0009559656,0.0001750703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007652833,0.0002077675,0.00007929173,0.2721739,0.0002006993,0.00002115402,0.00002674184,9.409076e-8,9.611847e-7,0.002583148,0.01072204,0.7139077],"study_design_scores_gemma":[0.0005053027,0.001069511,0.007784198,0.08432361,0.000866831,0.0000573452,0.002298744,0.00002357566,2.495438e-7,0.002873857,0.8996581,0.0005387018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002669554,0.9737209,0.00006915867,0.00857331,0.0001360886,0.01470791,0.000965038,0.001528694,0.0002721878],"genre_scores_gemma":[0.00003335588,0.9809086,0.002671844,0.00007010312,0.00009168559,0.01415988,0.001130622,0.0001307049,0.0008031952],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.888936,"threshold_uncertainty_score":0.9996214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07283693899497322,"score_gpt":0.4112125426205368,"score_spread":0.3383756036255636,"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."}}