{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005661726,0.0001191185,0.0002038248,0.0006328325,0.0003854554,4.794992e-7,0.0002322179,0.0001074512,0.03066206],"category_scores_gemma":[0.0005756569,0.00009308921,0.00004849492,0.001752395,0.00005944903,0.00004735814,0.0002101635,0.0002924913,0.01948281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003030385,"about_ca_system_score_gemma":0.00004823313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002947559,"about_ca_topic_score_gemma":0.001223242,"domain_scores_codex":[0.9983188,0.0001735537,0.000581191,0.0002404649,0.000217298,0.0004686946],"domain_scores_gemma":[0.9991351,0.00005942203,0.0001190101,0.0005055743,0.00007171067,0.0001092209],"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":[0.00001074019,0.00001894126,0.009955734,0.00007298942,0.00002417675,0.000003844386,0.003744191,0.000001055503,0.0004634684,0.01363068,0.9693001,0.002774109],"study_design_scores_gemma":[0.0004174968,0.00005057366,0.003770639,0.0001031793,0.00002043796,2.740258e-7,0.01355974,0.000009429154,0.000001566479,0.01339726,0.9685869,0.00008253168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2413751,0.0004255736,0.001616343,0.08050681,0.009735789,0.001000454,0.000006302733,0.00124203,0.6640916],"genre_scores_gemma":[0.03649562,0.001867968,0.00009340578,0.001340033,0.00111284,0.0006155746,0.0001034626,0.00004066783,0.9583305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2942389,"threshold_uncertainty_score":0.9812806,"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."}}