{"id":"W4319021898","doi":"10.3389/fpubh.2022.1047291","title":"A multinational survey of patient utilization of and value conveyed through virtual symptom triage and healthcare referral","year":2023,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Referral; Medicine; Health care; Medical emergency; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001518446,0.0001806579,0.0001708176,0.000568028,0.0003189289,0.0004809086,0.0002672671,0.000443014,0.002326854],"category_scores_gemma":[0.005588637,0.0001797075,0.0002150312,0.001034872,0.0002438396,0.0006299261,0.0005981823,0.0005520183,0.0005837298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000459469,"about_ca_system_score_gemma":0.0004204017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006720143,"about_ca_topic_score_gemma":0.009258211,"domain_scores_codex":[0.9988168,0.000564965,0.0001611336,0.0000979268,0.0002316446,0.0001275794],"domain_scores_gemma":[0.9945911,0.001501721,0.002587442,0.0002252905,0.0004698335,0.0006246162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000347054,0.00009029581,0.9974498,0.000008961717,0.00000901882,0.00002507534,0.0003124401,0.00001934148,0.00008433175,0.000005245841,0.0002877998,0.001672922],"study_design_scores_gemma":[0.000004576363,0.0001516951,0.9983253,0.000007022168,0.000004911599,0.00007866867,0.0009861928,0.0001157302,0.00003443335,0.000004259628,0.0002839571,0.000003204694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984297,0.00003390318,0.00007108591,0.0001148575,0.000002518628,0.00001890422,0.0008081293,0.000003992834,0.0005168666],"genre_scores_gemma":[0.9984736,0.00008428967,0.0001806134,0.0001832635,0.000007147485,0.00004989233,0.0007091917,0.000003187178,0.0003087941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006720143,"threshold_uncertainty_score":0.01336205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1926692805913825,"score_gpt":0.4497584287726496,"score_spread":0.257089148181267,"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."}}