{"id":"W4281671397","doi":"10.3122/jabfm.2022.03.210264","title":"How One eConsult Service Is Addressing Emerging COVID-19 Questions","year":2022,"lang":"en","type":"article","venue":"The Journal of the American Board of Family Medicine","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Referral; Coronavirus disease 2019 (COVID-19); Specialty; Pandemic; Primary care; Family medicine; Telemedicine; Service (business); 2019-20 coronavirus outbreak; Medical emergency; Health care; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00657393,0.0002663217,0.0001936054,0.0009916768,0.004248539,0.003435265,0.001327508,0.001495433,0.01029442],"category_scores_gemma":[0.02832054,0.0003294368,0.0003541709,0.001557546,0.002503357,0.002328567,0.002910903,0.001303663,0.00110426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02436752,"about_ca_system_score_gemma":0.07209944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4574437,"about_ca_topic_score_gemma":0.6382665,"domain_scores_codex":[0.9919939,0.002996082,0.0003040597,0.0004513687,0.001953836,0.002300777],"domain_scores_gemma":[0.9745669,0.004014127,0.004439529,0.001005623,0.005149772,0.01082412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002972923,0.0004062536,0.5960354,0.000511097,0.00006806715,0.001141938,0.008939182,0.0006865818,0.001245493,0.002690179,0.1117458,0.2762327],"study_design_scores_gemma":[0.0001349227,0.0006736586,0.7138209,0.001176239,0.0000635242,0.0007847578,0.03409127,0.002190603,0.0008806264,0.001390374,0.2446547,0.0001384433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.599431,0.003503556,0.003089307,0.30095,0.001364154,0.0008294032,0.001542907,0.0005611463,0.08872853],"genre_scores_gemma":[0.9653965,0.002225465,0.005205569,0.01736073,0.0004526745,0.0001546592,0.0006383001,0.00006073495,0.008505411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4574437,"threshold_uncertainty_score":0.9095621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1013922330871637,"score_gpt":0.3349974193291004,"score_spread":0.2336051862419367,"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."}}