{"id":"W3087926175","doi":"10.2196/20419","title":"Solving Community SARS-CoV-2 Testing With Telehealth: Development and Implementation for Screening, Evaluation and Testing","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Thomas Jefferson University","keywords":"Telehealth; Telemedicine; Pandemic; Medicine; Medical emergency; Health care; Referral; Coronavirus disease 2019 (COVID-19); Test (biology); Family medicine; Emergency medicine; 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":[0.0168692,0.0008298873,0.000330903,0.001274074,0.001358629,0.00233018,0.002802506,0.001670542,0.003372488],"category_scores_gemma":[0.0201383,0.0004744873,0.0008435216,0.000728495,0.001206062,0.002538538,0.002942159,0.001497446,0.0008472214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003725505,"about_ca_system_score_gemma":0.02167692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01118034,"about_ca_topic_score_gemma":0.01491702,"domain_scores_codex":[0.9912947,0.005332075,0.0004373942,0.0004906375,0.001697054,0.0007481595],"domain_scores_gemma":[0.9856564,0.004367854,0.001436748,0.001134468,0.004438512,0.002965924],"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":[0.0003508545,0.007349698,0.06812626,0.0007887932,0.00007053011,0.0005411562,0.002241559,0.00885007,0.004384605,0.004990447,0.01592642,0.8863797],"study_design_scores_gemma":[0.003328183,0.03757901,0.2535949,0.007304478,0.001083837,0.004674589,0.02734205,0.3465678,0.05176521,0.02621972,0.2397803,0.0007599084],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4574872,0.002507824,0.3764496,0.05228131,0.0006135832,0.04207385,0.0007501754,0.005462571,0.06237379],"genre_scores_gemma":[0.3882658,0.001622433,0.5974261,0.00220929,0.00009437991,0.006395762,0.0005169805,0.000106149,0.00336324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0168692,"threshold_uncertainty_score":0.08921391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3261029020391831,"score_gpt":0.4816907376546564,"score_spread":0.1555878356154732,"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."}}