{"id":"W4388136906","doi":"10.1097/01.eem.0000995460.01907.cc","title":"Technology &amp; Inventions","year":2023,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Concussion; Cardiology; Conventional PCI; Internal medicine; Myocardial infarction; Poison control; Medical emergency; Injury prevention","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":[0.0009046969,0.0001667051,0.000466273,0.00091896,0.0001621109,0.000001264546,0.0001253731,0.0002138977,0.008415954],"category_scores_gemma":[0.00128544,0.000126171,0.000090069,0.003380018,0.00008714155,0.00004711076,0.00004356543,0.0003832753,0.002727424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006813695,"about_ca_system_score_gemma":0.0004504197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003358994,"about_ca_topic_score_gemma":0.001404202,"domain_scores_codex":[0.9977106,0.00008439409,0.0008689117,0.0003469914,0.0004099334,0.0005791747],"domain_scores_gemma":[0.9984651,0.00003280133,0.0001232964,0.0006340736,0.0002323094,0.0005124175],"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":[0.000008468982,0.0000400738,0.06518555,0.0003404552,0.00003102875,0.00001781831,0.0005795261,3.311754e-7,0.0007228058,0.006042826,0.9103256,0.0167055],"study_design_scores_gemma":[0.0006134204,0.0002760066,0.02324593,0.0001866511,0.00002333591,0.00005669636,0.0008741019,0.00002849951,0.000006461564,0.002047533,0.9725425,0.00009892284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3482423,0.002137142,0.0006692308,0.4883223,0.008013193,0.001229268,0.00001223117,0.00164968,0.1497246],"genre_scores_gemma":[0.6176363,0.009462901,0.0006671813,0.003853401,0.008130512,0.0004450233,0.0006204181,0.0001568175,0.3590275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4844689,"threshold_uncertainty_score":0.9980491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1517707875614363,"score_gpt":0.4466050672512593,"score_spread":0.294834279689823,"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."}}