{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002046106,0.0004618375,0.0006434361,0.0009487325,0.00271682,0.0002172316,0.0006986877,0.00005214881,0.0007389603],"category_scores_gemma":[0.000324234,0.0004401412,0.0002141447,0.001973542,0.0007239929,0.001914182,0.0008083778,0.001928728,0.00007652672],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01204223,"about_ca_system_score_gemma":0.006145583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000294356,"about_ca_topic_score_gemma":0.00004124549,"domain_scores_codex":[0.9917991,0.001112713,0.0007772219,0.001213249,0.003416755,0.001680996],"domain_scores_gemma":[0.9952806,0.0005226412,0.0002396414,0.0009258639,0.001898305,0.00113294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06466559,0.09422486,0.5361861,0.005134701,0.001574408,0.0007611117,0.0220777,0.001637367,0.002228458,0.008556788,0.01545547,0.2474975],"study_design_scores_gemma":[0.004506919,0.01818525,0.8933734,0.00008332973,0.00002615357,0.00005589624,0.01735086,0.06005514,0.00001853475,0.002374231,0.003577377,0.0003928537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664623,0.001198027,0.001722629,0.002585548,0.000319418,0.02047891,0.006066849,0.0002816514,0.0008846668],"genre_scores_gemma":[0.979959,0.00001679605,0.0002476258,0.00007037191,0.0004077563,0.01417724,0.003920174,0.0001157353,0.001085299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3571874,"threshold_uncertainty_score":0.999805,"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."}}