{"id":"W4382655023","doi":"10.1097/01.eem.0000945448.09361.c6","title":"Technology & Inventions","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Tourniquet; Virology; Anesthesia; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002063727,0.002179768,0.001398024,0.003999832,0.002140404,0.007421348,0.003114201,0.00334153,0.6549593],"category_scores_gemma":[0.008559419,0.001200121,0.001273894,0.003146627,0.001085021,0.007162036,0.00374036,0.002966764,0.7152098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00132003,"about_ca_system_score_gemma":0.001805242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151244,"about_ca_topic_score_gemma":0.00109906,"domain_scores_codex":[0.9969739,0.0002657124,0.0001933663,0.000457258,0.001866249,0.0002434538],"domain_scores_gemma":[0.9954692,0.0006894472,0.0002403492,0.0009970544,0.002207179,0.0003968259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008249628,0.00007590403,0.0001299283,0.0006380089,0.000007436003,0.0001550081,0.00008700009,0.0001278671,0.002134642,0.01390314,0.7671672,0.2154914],"study_design_scores_gemma":[0.000007489691,0.00001907398,0.00004847831,0.00005632476,0.000002851759,0.00009476524,0.00001325605,0.00006256627,0.0008043903,0.001144907,0.9977385,0.000007376626],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000566142,0.002675398,0.01311475,0.002312941,0.006305828,0.0006337748,0.008498029,0.01095959,0.9549335],"genre_scores_gemma":[0.003933396,0.002746617,0.008786949,0.002081757,0.0008919162,0.0004847327,0.006087705,0.002672152,0.9723147],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6549593,"threshold_uncertainty_score":0.4921587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2070596606135506,"score_gpt":0.5087218851224564,"score_spread":0.3016622245089059,"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."}}