{"id":"W3130077304","doi":"10.1071/ah20190","title":"Virtual models of chronic disease management: lessons from the experiences of virtual care during the COVID-19 response","year":2021,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Michael Smith Health Research BC","funders":"","keywords":"Medicine; Health care; Disease management; Pandemic; Telemedicine; Telehealth; Disease; Population health; Chronic care; Medical emergency; Coronavirus disease 2019 (COVID-19); Nursing; Family medicine; Public health; Chronic disease","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":[0.01295856,0.0005808838,0.0005443798,0.0005449041,0.01087133,0.006856267,0.002152148,0.002206962,0.004616784],"category_scores_gemma":[0.01679801,0.0005723229,0.0007385376,0.0004934791,0.01407139,0.006242687,0.01624395,0.005699896,0.0004307308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005227634,"about_ca_system_score_gemma":0.00543315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007588307,"about_ca_topic_score_gemma":0.01631701,"domain_scores_codex":[0.9755672,0.02082257,0.0002403847,0.0003475469,0.0008565122,0.002165756],"domain_scores_gemma":[0.9859164,0.007176912,0.001129038,0.0005810367,0.0005433928,0.004653283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00008409689,0.0002901518,0.005303201,0.000315343,0.00002162534,0.001402091,0.9534246,0.0001810873,0.0002685621,0.003637593,0.01194632,0.02312541],"study_design_scores_gemma":[0.00004262356,0.0004888449,0.003763018,0.0005012156,0.00001578839,0.0008788156,0.9192312,0.0001911593,0.000125381,0.001439717,0.07327363,0.00004862567],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818449,0.004652108,0.00270235,0.07485394,0.001419514,0.0002459431,0.00009291522,0.00009151965,0.0340968],"genre_scores_gemma":[0.9851276,0.002124322,0.001555163,0.006949025,0.0003286374,0.0001354849,0.00003308725,0.00004743437,0.003699315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01295856,"threshold_uncertainty_score":0.06853223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276133012903423,"score_gpt":0.4482751341745903,"score_spread":0.3206618328842479,"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."}}