{"id":"W3215393491","doi":"10.1089/tmj.2021.0497","title":"The Utilization of an Electronic Consultation Service During the Coronavirus Disease 2019 Pandemic","year":2021,"lang":"en","type":"article","venue":"Telemedicine Journal and e-Health","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Pandemic; Medicine; Coronavirus disease 2019 (COVID-19); Referral; Demography; Family medicine; Disease; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001444325,0.00008974422,0.0001830902,0.00006741091,0.0007837527,0.00005859574,0.0001222554,0.00003268609,0.00002587106],"category_scores_gemma":[0.0001171147,0.00004922989,0.0000216939,0.0003736565,0.00005114061,0.0002212598,0.00004359496,0.0003078422,0.000004059675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006265174,"about_ca_system_score_gemma":0.00039743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002422,"about_ca_topic_score_gemma":0.005623934,"domain_scores_codex":[0.9988055,0.00006325378,0.0004691244,0.000122828,0.0002207952,0.0003184728],"domain_scores_gemma":[0.9989238,0.00004763851,0.000511429,0.0001548023,0.0003150183,0.00004735913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002257538,0.000124956,0.1246037,0.0018739,0.00009003389,0.00002980261,0.0008762315,0.00003486122,0.0007628078,0.03291941,0.003051675,0.8354069],"study_design_scores_gemma":[0.002026878,0.0001238644,0.7688675,0.0004103511,0.00003859823,0.0003142025,0.005672482,0.002694251,0.00001426618,0.006345013,0.2133514,0.0001411531],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9166386,0.01435504,0.0001659424,0.0682282,0.0002682598,0.0002436215,0.0000025665,0.00003789302,0.00005990958],"genre_scores_gemma":[0.9881613,0.006251994,0.000007555505,0.004767859,0.0006877787,0.000004591729,0.00002092927,0.00001017104,0.00008776831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8352658,"threshold_uncertainty_score":0.6028071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04632565146714574,"score_gpt":0.3343834651725887,"score_spread":0.288057813705443,"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."}}