{"id":"W3125242442","doi":"10.2196/24726","title":"eHealth Program to Reduce Hospitalizations Due to Acute Exacerbation of Chronic Obstructive Pulmonary Disease: Retrospective Study","year":2021,"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":"Leids Universitair Medisch Centrum; Universiteit Leiden","keywords":"Medicine; COPD; eHealth; Exacerbation; Confounding; Retrospective cohort study; Psychological intervention; Internal medicine; Acute exacerbation of chronic obstructive pulmonary disease; Pulmonary disease; Generalized estimating equation; Emergency medicine; Physical therapy; Health care","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":[0.001888267,0.0003626473,0.0007974264,0.001099072,0.0006147625,0.000882648,0.0006207293,0.0007418243,0.002216261],"category_scores_gemma":[0.004304512,0.0006129491,0.00180009,0.001895726,0.0003783177,0.000877725,0.0009845425,0.000988605,0.0003470165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008268073,"about_ca_system_score_gemma":0.001178719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00579423,"about_ca_topic_score_gemma":0.004892734,"domain_scores_codex":[0.998094,0.0005136088,0.0003780294,0.0004509223,0.0003152914,0.0002481429],"domain_scores_gemma":[0.9973291,0.0005853178,0.001120887,0.0001934876,0.0003993057,0.0003718366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001670124,0.001119598,0.9888204,0.0006566807,0.00105201,0.0001728809,0.0002664315,0.00006946312,0.00006883454,0.00005606075,0.0005909283,0.005456677],"study_design_scores_gemma":[0.0005223373,0.001966531,0.9940978,0.0002986435,0.000972026,0.0003294246,0.0005833891,0.0002512081,0.00007615137,0.00004188795,0.0008354286,0.0000250546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952353,0.002492812,0.0001917748,0.00006814478,0.00002811074,0.0002898776,0.00112062,0.000006637922,0.0005667016],"genre_scores_gemma":[0.9966989,0.001003808,0.0003085664,0.000170907,0.00004935504,0.0003675625,0.001123823,0.000006452214,0.0002706003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00579423,"threshold_uncertainty_score":0.01152098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02835446871377244,"score_gpt":0.4057889643186813,"score_spread":0.3774344956049089,"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."}}