{"id":"W3128490058","doi":"10.2196/21977","title":"Effectiveness of a Mobile Health and Self-Management App for High-Risk Patients With Chronic Obstructive Pulmonary Disease in Daily Clinical Practice: Mixed Methods Evaluation Study","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mobile apps; Pulmonary disease; mHealth; Self-management; Disease; COPD; Physical therapy; Intensive care medicine; Gerontology; Computer science; Psychological intervention; Internal medicine; Nursing; World Wide Web; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01661015,0.001353469,0.002885195,0.001541475,0.00148985,0.001806683,0.001086134,0.001701262,0.002817196],"category_scores_gemma":[0.02163797,0.0008791559,0.00378873,0.001144283,0.001004621,0.001700692,0.001364496,0.001017875,0.0004984221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002264403,"about_ca_system_score_gemma":0.002915144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001564907,"about_ca_topic_score_gemma":0.003104041,"domain_scores_codex":[0.9829675,0.01129007,0.002214469,0.001053523,0.001878805,0.0005955991],"domain_scores_gemma":[0.9803542,0.01139683,0.003304947,0.001270904,0.002405707,0.001267388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.1367449,0.2706933,0.1786114,0.01270976,0.009182287,0.0005770494,0.01767066,0.001159018,0.003118984,0.000330246,0.002044052,0.3671583],"study_design_scores_gemma":[0.07911893,0.616936,0.2812718,0.001485584,0.005153586,0.0003279057,0.006820468,0.003750442,0.001709159,0.0002730927,0.002820002,0.0003330828],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898983,0.0007102114,0.0004198812,0.000085189,0.00003522421,0.008015874,0.0002439408,0.00002249852,0.0005689862],"genre_scores_gemma":[0.9612718,0.001543697,0.004974261,0.0003545974,0.0001304282,0.03058,0.0003975276,0.00001646196,0.0007311627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01661015,"threshold_uncertainty_score":0.08784389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03366596478107294,"score_gpt":0.4588398981921087,"score_spread":0.4251739334110358,"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."}}