{"id":"W3022703291","doi":"10.2196/16147","title":"Remote Patient Monitoring Technologies for Predicting Chronic Obstructive Pulmonary Disease Exacerbations: Review and Comparison","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"COPD; Spirometer; Medicine; Pulmonary disease; mHealth; Usability; Intensive care medicine; Medical emergency; Computer science; Spirometry; Nursing; Psychological intervention; Internal medicine; Asthma","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":[0.004030299,0.0007771971,0.00297404,0.006903953,0.000282598,0.001612213,0.001658142,0.001275278,0.002526565],"category_scores_gemma":[0.01254623,0.0003569684,0.003077024,0.00496686,0.0005329301,0.001674171,0.0006721395,0.0008214288,0.0003787988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006542,"about_ca_system_score_gemma":0.002427514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002501731,"about_ca_topic_score_gemma":0.00360338,"domain_scores_codex":[0.9979786,0.0004187339,0.0007444837,0.0002466591,0.000552747,0.00005878826],"domain_scores_gemma":[0.9845901,0.01116713,0.001946897,0.0001681362,0.001985401,0.0001424903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000504265,0.0001142827,0.002906668,0.324293,0.003032308,0.00007879039,0.0002076922,0.0003525353,0.0003196128,0.0009076038,0.004572356,0.6627109],"study_design_scores_gemma":[0.0004347091,0.001936672,0.04453755,0.6721896,0.04173741,0.002604663,0.001051413,0.001648962,0.00151558,0.001695153,0.2304395,0.0002089385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004176958,0.9990439,0.00006678909,0.000110017,0.00005375864,0.00002309301,0.00004448573,0.000002706454,0.0002375839],"genre_scores_gemma":[0.006737387,0.9924048,0.0003613892,0.0001959353,0.000107416,0.00004972921,0.00008702026,0.000001897153,0.00005456713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006903953,"threshold_uncertainty_score":0.0213145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06515045602367044,"score_gpt":0.3882835122505383,"score_spread":0.3231330562268679,"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."}}