{"id":"W4285474427","doi":"10.54127/kyct4710","title":"Canadian Clinicians Adopting Virtual Health Care during COVID-19 Pandemic: Salute to Our Fast Learners","year":2021,"lang":"en","type":"article","venue":"Journal of Concurrent Disorders","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical emergency; Virology; Psychology; Medicine; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005700146,0.0001807398,0.0005250195,0.00041818,0.0002688282,0.00002574631,0.0001106007,0.00006857787,0.00009406302],"category_scores_gemma":[0.0008393814,0.0001711802,0.0001725997,0.000390437,0.00001929546,0.0001071453,0.00002813608,0.000569104,0.000009387747],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001570922,"about_ca_system_score_gemma":0.007911163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01169309,"about_ca_topic_score_gemma":0.1853837,"domain_scores_codex":[0.9974753,0.0001535161,0.001054186,0.0002265693,0.00050218,0.0005882645],"domain_scores_gemma":[0.9969786,0.00007187499,0.0005118026,0.0001564655,0.0002846215,0.001996663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001523581,0.00007330789,0.6068661,0.0004906622,0.000133102,0.0001859694,0.01767099,0.0004095015,0.00006373588,0.00003685926,0.01621964,0.3576978],"study_design_scores_gemma":[0.01069737,0.002772112,0.1206178,0.0006153031,0.000191438,0.0008037639,0.359287,0.00003227376,0.0000322091,0.00001257176,0.5045837,0.0003543959],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8988258,0.002732634,0.001895788,0.09433823,0.001577044,0.000428682,0.00005562441,0.00002797478,0.0001182887],"genre_scores_gemma":[0.9790387,0.001160177,0.0003826199,0.01862744,0.0005808164,0.000004947559,0.00008222846,0.00002848303,0.00009460466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4883641,"threshold_uncertainty_score":0.9977131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.056193327638668,"score_gpt":0.4243340596459746,"score_spread":0.3681407320073066,"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."}}