{"id":"W2055641622","doi":"10.3310/hta14550-05","title":"The Swine Flu Triage (SwiFT) study: development and ongoing refinement of a triage tool to provide regular information to guide immediate policy and practice for the use of critical care services during the H1N1 swine influenza pandemic","year":2010,"lang":"en","type":"review","venue":"Health Technology Assessment","topic":"Disaster Response and Management","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Health Technology Assessment Programme; National Institute for Health and Care Research","keywords":"Triage; Swift; Medicine; MEDLINE; Medical emergency; Nursing; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007130036,0.0004522768,0.001308727,0.0006879581,0.001742494,0.00007153744,0.0006705235,0.0003738041,0.000002735511],"category_scores_gemma":[0.004906933,0.000241326,0.00008949659,0.0007348529,0.0001402937,0.000283675,0.001579728,0.001068828,0.000004020868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007624556,"about_ca_system_score_gemma":0.002937955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005918535,"about_ca_topic_score_gemma":0.001934366,"domain_scores_codex":[0.9939596,0.001198547,0.003031906,0.0004667477,0.0005333549,0.0008098154],"domain_scores_gemma":[0.9903497,0.005974666,0.001735829,0.00127676,0.0005120797,0.0001509748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004789729,0.0001491187,0.0001409766,0.0379329,0.000256301,0.000001909561,0.0140975,0.000004098086,0.000003343939,0.006669477,0.000259818,0.9400056],"study_design_scores_gemma":[0.001529292,0.0006975982,0.0009835068,0.004166032,0.0003598466,0.000007364393,0.04454566,0.000009355399,0.000001877545,0.00002510328,0.9474776,0.0001967996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0427941,0.7238997,0.005413936,0.1035709,0.001199393,0.1220957,0.0004109234,0.0003829675,0.0002324544],"genre_scores_gemma":[0.003384547,0.9040943,0.02759489,0.01244411,0.0003626502,0.05128167,0.00009358906,0.0001527079,0.0005914862],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9472178,"threshold_uncertainty_score":0.9995571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1537868000408653,"score_gpt":0.5508708080068958,"score_spread":0.3970840079660305,"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."}}