{"id":"W4390608507","doi":"10.2196/41753","title":"Clinical Efficacy of Mobile App–Based, Self-Directed Pulmonary Rehabilitation for Patients With Chronic Obstructive Pulmonary Disease: Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Korea Health Industry Development Institute; University of Ulsan","keywords":"Medicine; Pulmonary rehabilitation; COPD; Physical therapy; Meta-analysis; Rehabilitation; Quality of life (healthcare); CINAHL; Exacerbation; Randomized controlled trial; Psychological intervention; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01303556,0.002666702,0.01993854,0.006591398,0.0007370457,0.003086842,0.002507349,0.002627796,0.003005491],"category_scores_gemma":[0.03615903,0.001613688,0.03420959,0.006520861,0.0008714122,0.001752127,0.001486905,0.001742111,0.0002606182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003445122,"about_ca_system_score_gemma":0.004184622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008102693,"about_ca_topic_score_gemma":0.01581432,"domain_scores_codex":[0.9897943,0.005065945,0.00290555,0.0009250154,0.001076621,0.0002326022],"domain_scores_gemma":[0.980459,0.01433702,0.003110359,0.0004614683,0.001362829,0.0002693454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002654159,0.00005776414,0.002290262,0.4253935,0.5579351,0.0001124716,0.0001034322,0.0004088783,0.0001752266,0.00007541779,0.0003629598,0.01043091],"study_design_scores_gemma":[0.001041991,0.0003806303,0.002555203,0.02513351,0.9695369,0.00008800631,0.00004598156,0.0001942808,0.0001130449,0.00007656344,0.0008105094,0.00002326045],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009280779,0.9883326,0.0005475603,0.0001658258,0.0001787447,0.0007370347,0.0004572928,0.00003235261,0.0002678195],"genre_scores_gemma":[0.2385447,0.7529956,0.003185179,0.0008777383,0.0002677563,0.003020095,0.0007340451,0.000031156,0.0003437727],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01993854,"threshold_uncertainty_score":0.06893939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05955321722356108,"score_gpt":0.4342027971372934,"score_spread":0.3746495799137323,"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."}}