{"id":"W4205241183","doi":"10.2196/preprints.36442","title":"The association between telemedicine use and changes in healthcare utilization and outcomes in patients with congestive heart failure: a retrospective cohort study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Telemedicine; Heart failure; Retrospective cohort study; Propensity score matching; Ambulatory; Health care; Cohort; Population; Cohort study; Emergency medicine; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009422748,0.0002465822,0.0003247918,0.0006686905,0.000631631,0.0007278232,0.0005186425,0.0005117299,0.001497684],"category_scores_gemma":[0.001938703,0.0004774639,0.00082636,0.001778943,0.0002576259,0.0004199778,0.0004678614,0.000573051,0.0002422635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009260861,"about_ca_system_score_gemma":0.001180551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1208476,"about_ca_topic_score_gemma":0.1464089,"domain_scores_codex":[0.9993444,0.0001034368,0.00009550015,0.0001908142,0.0001348599,0.0001309311],"domain_scores_gemma":[0.9981976,0.0002083494,0.0007870391,0.0002789118,0.000248855,0.0002793385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006602558,0.00001736937,0.9994203,0.000004920181,0.00005031687,0.00002434571,0.00003345525,0.00000944914,0.00004859306,0.000004497508,0.0001098779,0.0002109961],"study_design_scores_gemma":[0.00001293165,0.00005520515,0.9995543,0.000005035849,0.00003427792,0.00005632356,0.00007847117,0.00007135946,0.00001447809,0.000003774685,0.0001112297,0.000002581322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975067,0.0001396442,0.00007974315,0.00004422172,0.000009424025,0.00002743888,0.001934536,0.000003130872,0.0002552691],"genre_scores_gemma":[0.9980001,0.0001297096,0.0001146863,0.00006217553,0.00001572375,0.00003208247,0.001442595,0.000002121745,0.0002007715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1208476,"threshold_uncertainty_score":0.2402883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03591316035829788,"score_gpt":0.3435438833051654,"score_spread":0.3076307229468676,"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."}}