{"id":"W4409337110","doi":"10.5334/ijic.icic24521","title":"Virtual physician triage: impact on access and emergency department visits","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Emergency department; Medical emergency; Medicine; Family medicine; Nursing","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":[0.00042613,0.00009740013,0.00008557305,0.0002762401,0.0004268317,0.0007292413,0.0003427614,0.0002866818,0.004611986],"category_scores_gemma":[0.005105212,0.0000737295,0.0001724791,0.0001943497,0.0002163055,0.0003527816,0.001063957,0.0003712576,0.0002336441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009819621,"about_ca_system_score_gemma":0.001538627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0253187,"about_ca_topic_score_gemma":0.04295676,"domain_scores_codex":[0.9994085,0.0002323147,0.0000277014,0.00004665221,0.0001397993,0.0001450728],"domain_scores_gemma":[0.9980191,0.0004576662,0.0004258224,0.00004321391,0.00014066,0.00091361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007137148,0.001078638,0.9126868,0.00007189719,0.00003732479,0.000326064,0.0008233399,0.0005551648,0.0004574754,0.0000991141,0.003096991,0.08005343],"study_design_scores_gemma":[0.00002997616,0.000921341,0.9951817,0.00003584646,0.0000162631,0.0003087076,0.001268229,0.0007427817,0.0001180171,0.00003472993,0.001335125,0.000007227851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962573,0.0001546218,0.00007080979,0.0004514436,0.00001497052,0.00003169432,0.0001155048,0.00001975189,0.002883967],"genre_scores_gemma":[0.9992836,0.00005889754,0.0000820475,0.0000690705,0.0000118495,0.000009676399,0.0000964357,0.000001538955,0.000387024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0253187,"threshold_uncertainty_score":0.05034268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03136219483460009,"score_gpt":0.4757702387706273,"score_spread":0.4444080439360272,"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."}}