{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003334253,0.00008652915,0.0003311948,0.0003007923,0.001189769,0.000008435445,0.0002024646,0.00002429414,0.0004244421],"category_scores_gemma":[0.0005079311,0.00005529068,0.0002613084,0.002762605,0.0005040462,0.0001080632,0.0003559432,0.000719303,0.00001050737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003580481,"about_ca_system_score_gemma":0.0001393455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005387928,"about_ca_topic_score_gemma":0.0000411311,"domain_scores_codex":[0.9973177,0.0007269831,0.0002996647,0.000184773,0.001141273,0.0003296412],"domain_scores_gemma":[0.9982095,0.0004742254,0.00008539623,0.0004267938,0.000739425,0.00006460627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.004255514,0.002478549,0.2880022,0.0005994808,0.01200477,0.0000720122,0.3834246,0.00003563946,0.003971367,0.02151499,0.2746935,0.00894747],"study_design_scores_gemma":[0.002009544,0.003514654,0.4707811,0.00003157703,0.0003751645,0.000005733124,0.4654567,0.0005496753,0.003468547,0.00274816,0.05081647,0.0002427135],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731599,0.002012791,0.00002894098,0.002013889,0.0001332382,0.000848968,0.0001725241,0.00002730884,0.02160241],"genre_scores_gemma":[0.9982359,0.000438801,0.00001186247,0.00002925622,0.00003856984,0.0006371531,0.00001780492,0.000006950946,0.0005837056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.223877,"threshold_uncertainty_score":0.9150863,"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."}}