{"id":"W4401580898","doi":"10.2196/preprints.65300","title":"Reduced Chronic Obstructive Pulmonary Disease–Related Utilization of Health Care Services and Increased Social Activities by Patients Offered a 24/7 Accessible Telehealth Service Based on the Epital Care Model: Pragmatic Modified Stepped Wedge Randomized Controlled Trial (Preprint)","year":2024,"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":"Response Biomedical (Canada)","funders":"","keywords":"Telehealth; Psychological intervention; Medicine; Workforce; Context (archaeology); Health care; Intervention (counseling); Nursing; Telemedicine","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":[0.003940626,0.00147073,0.003453236,0.000582277,0.0005932251,0.001497535,0.001090075,0.002650255,0.008731258],"category_scores_gemma":[0.006086642,0.0007785611,0.003838974,0.0005424809,0.001598638,0.001267319,0.000902089,0.002023256,0.0007341547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009856311,"about_ca_system_score_gemma":0.001796812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001979472,"about_ca_topic_score_gemma":0.002641619,"domain_scores_codex":[0.9965715,0.002408634,0.0003079288,0.000319515,0.0001683401,0.0002240157],"domain_scores_gemma":[0.9977571,0.0009642922,0.0004872611,0.0002075132,0.0001666472,0.0004171499],"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":[0.9801341,0.006554372,0.0003352542,0.001546812,0.001476901,0.00002352889,0.00004711191,0.0001569487,0.0004903002,0.0001227494,0.0004192896,0.008692702],"study_design_scores_gemma":[0.9602541,0.0374942,0.0007111164,0.00009765857,0.0007044677,0.000006610137,0.00002500709,0.0002288952,0.0001454592,0.0001212496,0.000198538,0.00001268859],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518599,0.003715926,0.001909452,0.00126641,0.00227594,0.03477625,0.001194309,0.0002213961,0.002780335],"genre_scores_gemma":[0.9539732,0.001382768,0.005901369,0.001519455,0.0008287696,0.03361062,0.000486301,0.00001913011,0.002278291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008731258,"threshold_uncertainty_score":0.0292089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022093797447358,"score_gpt":0.3079911518520834,"score_spread":0.2877702138776098,"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."}}