{"id":"W4283122581","doi":"10.2196/36029","title":"Physicians’ Perceptions of Telemedicine Use During the COVID-19 Pandemic in Riyadh, Saudi Arabia: Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telemedicine; Cross-sectional study; Medicine; Pandemic; Specialty; Family medicine; Coronavirus disease 2019 (COVID-19); Health care; Phone; Medical emergency; Nursing; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001088381,0.0001531971,0.0001635041,0.0004848684,0.0005053048,0.0005889359,0.0002232045,0.000449715,0.00118009],"category_scores_gemma":[0.002901089,0.0002215758,0.0001962238,0.0005523407,0.0003140293,0.0004360596,0.0004388029,0.0003632606,0.000191738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006218149,"about_ca_system_score_gemma":0.0005163222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01415241,"about_ca_topic_score_gemma":0.01613303,"domain_scores_codex":[0.999468,0.0002025146,0.00006800157,0.00005412341,0.0001082646,0.00009899568],"domain_scores_gemma":[0.9968459,0.0008826339,0.001330901,0.00006865236,0.0004330732,0.0004387803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005014595,0.0001326028,0.9857525,0.00004647744,0.00002007136,0.0001652113,0.0108462,0.00003242245,0.0005359527,0.00001191143,0.0001135871,0.002292814],"study_design_scores_gemma":[0.000003747541,0.0002495658,0.981855,0.00002258522,0.000009718565,0.0002267588,0.01710804,0.0001092884,0.0001104586,0.000003053696,0.000296015,0.000005724812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997275,0.00005460601,0.00001327207,0.00004495274,0.000001270717,0.000004889745,0.00002903543,4.012583e-7,0.0001239752],"genre_scores_gemma":[0.9997396,0.00008729268,0.00003350777,0.00004171598,0.000002698218,0.000005715522,0.00002479272,2.300166e-7,0.00006450705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01415241,"threshold_uncertainty_score":0.02814007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1620721683427546,"score_gpt":0.5132452636389092,"score_spread":0.3511730952961546,"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."}}