{"id":"W4286384172","doi":"10.2196/36442","title":"The Association Between Telemedicine Use and Changes in Health Care Usage and Outcomes in Patients With Congestive Heart Failure: Retrospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Institute for Clinical Evaluative Sciences; Public Health Ontario; University of Toronto; Women's College Hospital","funders":"Women's College Hospital; Institute for Clinical Evaluative Sciences","keywords":"Medicine; Telemedicine; Heart failure; Retrospective cohort study; Propensity score matching; Ambulatory; Cohort; Health care; Ambulatory care; Cohort study; Population; Emergency medicine; Telehealth; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001279281,0.0001503712,0.0006308981,0.0001812944,0.0002556992,0.00002008402,0.00003548296,0.00003181344,0.000006303437],"category_scores_gemma":[0.0002017699,0.000104468,0.00001776719,0.000359215,0.00004154773,0.00008394638,0.00006944256,0.0004050191,2.240087e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001182734,"about_ca_system_score_gemma":0.0001031211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00191726,"about_ca_topic_score_gemma":0.007046939,"domain_scores_codex":[0.9978871,0.0003759793,0.0003521716,0.0003263668,0.0007329514,0.0003254588],"domain_scores_gemma":[0.9990488,0.000330375,0.000202626,0.0001797562,0.0001281673,0.0001102987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001388503,0.00007218758,0.9912333,0.00003429665,0.0001289502,0.000006911693,0.006076565,5.156028e-7,3.145461e-7,0.000004267318,0.0007950179,0.001508787],"study_design_scores_gemma":[0.007628041,0.00418599,0.9700353,0.00002832314,0.00007153674,0.000002080418,0.0144634,9.494483e-7,8.604847e-7,0.000002795257,0.003493639,0.00008712419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869837,0.0001416385,9.079419e-7,0.007702505,0.00006252145,0.004979369,0.00009312982,0.00002171898,0.00001457959],"genre_scores_gemma":[0.9982218,0.00002666679,0.00002915467,0.0008066346,0.00007207618,0.0006418863,0.0001398853,0.00001786375,0.00004410436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02119808,"threshold_uncertainty_score":0.4260083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331407226355628,"score_gpt":0.3094750117363337,"score_spread":0.2961609394727774,"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."}}