{"id":"W4210751736","doi":"10.2196/preprints.13920","title":"Technology-Enabled Self-Monitoring of Chronic Obstructive Pulmonary Disease With or Without Asynchronous Remote Monitoring: Protocol for a Randomized Controlled Trial (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Markham Stouffville Hospital","funders":"","keywords":"Medicine; COPD; Randomized controlled trial; Vital signs; Physical therapy; Emergency medicine; Intensive care medicine; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02613086,0.005625094,0.01095825,0.002110221,0.002920088,0.004654414,0.003031084,0.006836298,0.1072619],"category_scores_gemma":[0.02961989,0.002844043,0.006722493,0.003106346,0.002889655,0.003267881,0.001740707,0.008124624,0.01444457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005077604,"about_ca_system_score_gemma":0.01301984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002837587,"about_ca_topic_score_gemma":0.004819872,"domain_scores_codex":[0.98403,0.009599313,0.001880242,0.001384818,0.001589506,0.001516013],"domain_scores_gemma":[0.989374,0.00341545,0.002305971,0.001417525,0.002272027,0.001215031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8691974,0.01154255,0.0006810827,0.0401892,0.004561211,0.0002650701,0.0003536422,0.00191924,0.002373531,0.005013425,0.03464156,0.02926209],"study_design_scores_gemma":[0.9523026,0.01279574,0.001369535,0.004507639,0.001174162,0.00005075978,0.00008675378,0.001516929,0.0006233234,0.002039772,0.02345376,0.00007892305],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00115794,0.0002870512,0.000815012,0.0001912118,0.0005289917,0.9953288,0.001054608,0.00009117104,0.000545211],"genre_scores_gemma":[0.001030258,0.00009393322,0.001052379,0.0001411504,0.00005117929,0.997241,0.00009826681,0.000004428681,0.0002873115],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1072619,"threshold_uncertainty_score":0.3588269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087165520715021,"score_gpt":0.3335100204109929,"score_spread":0.3126383652038426,"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."}}