{"id":"W4399044466","doi":"10.51684/firs.136245","title":"NYGH Emergency Medicine Update 2024","year":2024,"lang":"en","type":"article","venue":"First10EM blog","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical emergency; Computer science","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":[0.001343149,0.0007319354,0.00070009,0.002117385,0.00162697,0.003476164,0.0008809642,0.003486387,0.3067647],"category_scores_gemma":[0.009468552,0.0003871318,0.0006083991,0.00167599,0.0004300273,0.003146192,0.002164425,0.004145964,0.1780749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002448256,"about_ca_system_score_gemma":0.004829027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02498532,"about_ca_topic_score_gemma":0.08436434,"domain_scores_codex":[0.9987973,0.0001578061,0.0001310252,0.0000776755,0.0006555293,0.0001806082],"domain_scores_gemma":[0.9944122,0.0008048783,0.0003188601,0.0002071744,0.002857401,0.001399513],"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":[0.000006317154,0.000004443661,0.00004827057,0.00002553324,5.875885e-7,0.0000121339,0.000004425234,0.000001680025,0.00000854081,0.0000652075,0.9916463,0.008176635],"study_design_scores_gemma":[0.000009050013,0.000004611177,0.0005713321,0.0001333336,0.000001635338,0.00003394084,0.00002118344,0.000004157798,0.00001073379,0.00004214408,0.9991649,0.000002848243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001158689,0.02455646,0.0003721213,0.1390267,0.1126655,0.0002879886,0.02610391,0.001484607,0.694344],"genre_scores_gemma":[0.003722666,0.01923673,0.001087664,0.04932458,0.04649178,0.0003799267,0.02438225,0.0004918694,0.8548825],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3067647,"threshold_uncertainty_score":0.988816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405924868646271,"score_gpt":0.325018607169763,"score_spread":0.3009593584833003,"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."}}