{"id":"W3106165653","doi":"10.2196/15978","title":"Using Mobile Health Technology to Deliver a Community-Based Closed-Loop Management System for Chronic Obstructive Pulmonary Disease Patients in Remote Areas of China: Development and Prospective Observational Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; mHealth; Pulmonary disease; Medicine; China; eHealth; Telemedicine; Intensive care medicine; Chronic disease; Physical therapy; Disease management; Disease; Health care; Internal medicine; Psychological intervention; Nursing; Geography","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":[0.002612485,0.0007820395,0.000843729,0.001342917,0.001649184,0.0007883012,0.0005948041,0.0009643303,0.001335775],"category_scores_gemma":[0.00347603,0.0006006614,0.001265464,0.000972967,0.000962214,0.001013914,0.001027568,0.0009608754,0.0003229718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001866902,"about_ca_system_score_gemma":0.003217363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01554406,"about_ca_topic_score_gemma":0.01310553,"domain_scores_codex":[0.9980943,0.000682626,0.0002086338,0.0002715052,0.0003836952,0.000359276],"domain_scores_gemma":[0.9973778,0.0004568063,0.0007137265,0.0002030487,0.000507924,0.0007407372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001470722,0.01712805,0.9612276,0.0003574405,0.0002401271,0.0006837455,0.00461666,0.0002008154,0.001154372,0.00004307518,0.0002571534,0.01262031],"study_design_scores_gemma":[0.0008731598,0.03535374,0.9561787,0.00007670181,0.0002313415,0.0003009095,0.004959265,0.001011508,0.0003515706,0.00002643387,0.0005752339,0.00006138832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993637,0.00004152306,0.00005117575,0.00001666807,0.000002081159,0.0003889259,0.00004671294,0.000002302587,0.00008699371],"genre_scores_gemma":[0.9983524,0.0001283305,0.0003834809,0.0001293077,0.00001428575,0.0006667536,0.000167398,0.000002392286,0.0001556303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01554406,"threshold_uncertainty_score":0.03090715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08823108197613706,"score_gpt":0.3932149589472456,"score_spread":0.3049838769711085,"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."}}