{"id":"W4292054212","doi":"10.2196/38977","title":"The Triage Capability of Laypersons: Retrospective Exploratory Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Health care; Medical emergency; Decision aids; Medicine; Psychology; Alternative medicine","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":[0.009494135,0.0004319485,0.0004361747,0.003161729,0.0007779155,0.001051995,0.0005694168,0.0004471289,0.001552455],"category_scores_gemma":[0.05449624,0.000407321,0.0007792572,0.00150864,0.0008600131,0.000961049,0.001098777,0.0006548027,0.0004137095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005803459,"about_ca_system_score_gemma":0.0007415886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417617,"about_ca_topic_score_gemma":0.0009987535,"domain_scores_codex":[0.9931578,0.003288353,0.001265655,0.0006177801,0.001116781,0.0005535843],"domain_scores_gemma":[0.9358307,0.03523036,0.01785359,0.004310307,0.005497484,0.001277604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004567272,0.0001953459,0.9856074,0.00007193362,0.0000624512,0.0003338402,0.006542118,0.0001550878,0.0002875488,0.0000695752,0.0002650846,0.005952927],"study_design_scores_gemma":[0.00003703341,0.001297407,0.9715186,0.00009574183,0.00007035364,0.001315056,0.02142764,0.002300354,0.0008429755,0.0002056203,0.0008365788,0.00005260899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990367,0.00006235358,0.0003070718,0.00002042294,0.000002572263,0.0001323032,0.0002567406,0.000004005952,0.0001778389],"genre_scores_gemma":[0.999091,0.0000475963,0.0004069388,0.00001144471,0.000004855072,0.0001309286,0.000250067,0.000001837947,0.00005542301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009494135,"threshold_uncertainty_score":0.05021042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06972923442332528,"score_gpt":0.4205927198559076,"score_spread":0.3508634854325823,"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."}}