{"id":"W4211239626","doi":"10.2196/34758","title":"An Integrated, Multimodal, Digital Health Solution for Chronic Obstructive Pulmonary Disease: Prospective Observational Pilot Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; COPD; Spirometer; Spirometry; mHealth; Observational study; Nebulizer; Physical therapy; Telehealth; Telemedicine; Prospective cohort study; Emergency medicine; Internal medicine; Health care; Asthma; Psychological intervention; Exhaled nitric oxide; Nursing; Anesthesia","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":[0.003564604,0.0006995718,0.0008556515,0.0007286515,0.002198526,0.0009887452,0.0006134219,0.001259547,0.003659342],"category_scores_gemma":[0.004280311,0.0007845216,0.001049394,0.0007159433,0.000752451,0.001518984,0.001002073,0.001614363,0.001035774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007339005,"about_ca_system_score_gemma":0.001825739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005297109,"about_ca_topic_score_gemma":0.008893343,"domain_scores_codex":[0.9986309,0.0005629743,0.0001324377,0.0002364608,0.0001896381,0.0002475541],"domain_scores_gemma":[0.9962787,0.0009205001,0.0008599682,0.0002719748,0.0006583827,0.001010445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01034505,0.08493247,0.8830043,0.0005193843,0.0003943636,0.0008355919,0.005212776,0.0001218518,0.001659763,0.0001068246,0.001288419,0.01157925],"study_design_scores_gemma":[0.004448588,0.1455159,0.8353179,0.0001548993,0.0004619431,0.0006976756,0.0104682,0.0007364799,0.0002965814,0.000106114,0.001721668,0.00007408908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981268,0.00007509033,0.00008654128,0.00003690301,0.000007803824,0.001135219,0.000234029,0.000003741392,0.000293881],"genre_scores_gemma":[0.9946815,0.0002211997,0.0008019675,0.0004183884,0.00005629519,0.002781756,0.0005148101,0.000005235255,0.0005187779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005297109,"threshold_uncertainty_score":0.0188517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08002141305797392,"score_gpt":0.4112911897548515,"score_spread":0.3312697766968776,"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."}}