{"id":"W3036770389","doi":"10.2196/19417","title":"Application and Preliminary Outcomes of Remote Diagnosis and Treatment During the COVID-19 Outbreak: Retrospective Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemedicine; Medicine; Retrospective cohort study; Pandemic; Epidemiology; Coronavirus disease 2019 (COVID-19); Outpatient clinic; Emergency medicine; Medical emergency; Disease; Health care; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004220393,0.0001758947,0.0005432485,0.00007571338,0.000320937,0.000008286199,0.00003536346,0.00005045914,0.00001065175],"category_scores_gemma":[0.000134344,0.0001147039,0.00002369804,0.0002037022,0.00009402374,0.00004986965,0.00004276996,0.0001483229,7.139911e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002194663,"about_ca_system_score_gemma":0.0002317299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003243812,"about_ca_topic_score_gemma":0.0002329012,"domain_scores_codex":[0.9984109,0.0001126331,0.000517468,0.0004212292,0.0002610681,0.0002766561],"domain_scores_gemma":[0.9984873,0.0001860146,0.0002888319,0.0002154452,0.00005135782,0.000771043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000541653,0.0001798393,0.9581069,0.001149156,0.00005250257,0.000005962233,0.008317961,1.805473e-7,0.000006006728,0.00004257449,0.0002178099,0.03137949],"study_design_scores_gemma":[0.004305677,0.005811139,0.9848539,0.00001418809,0.0002632545,0.00003418625,0.003128778,0.0001273143,0.00001036406,0.00003712218,0.001341515,0.00007256264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438376,0.0008872911,0.0001018315,0.05030278,0.00002485308,0.004730506,0.00003849123,0.00004912753,0.0000274657],"genre_scores_gemma":[0.9878795,0.004253269,0.0001994714,0.007135205,0.0001208005,0.0003483576,0.00002716839,0.00001637877,0.00001980471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04404189,"threshold_uncertainty_score":0.4903695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06464280251848938,"score_gpt":0.4158073525513071,"score_spread":0.3511645500328177,"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."}}