{"id":"W4212939629","doi":"10.1016/j.annemergmed.2021.11.006","title":"In reply","year":2022,"lang":"en","type":"letter","venue":"Annals of Emergency Medicine","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Niagara Health System; University of Toronto; Hamilton Health Sciences; Public Health Ontario; St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Emergency department; Medicine; Anecdote; Population; Recall; Medical emergency; Nursing; Psychology; Law; Cognitive psychology","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002092169,0.0002036213,0.0006224074,0.0004657422,0.0003098893,3.622883e-7,0.0002642838,0.0004595373,0.1172106],"category_scores_gemma":[0.001589599,0.0001747864,0.00008772159,0.0007203963,0.0000357905,0.00007996223,0.00007599551,0.003093756,0.0000595126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004869137,"about_ca_system_score_gemma":0.0004465032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004780353,"about_ca_topic_score_gemma":0.0001734652,"domain_scores_codex":[0.995638,0.001050372,0.001917089,0.0003585981,0.000530843,0.0005050789],"domain_scores_gemma":[0.9978583,0.0003182459,0.0006314453,0.0005718326,0.0005528529,0.00006725896],"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":[0.00001566417,0.00001780642,0.001008686,0.0006231793,0.00001660739,0.00002733934,0.002060666,0.00005904441,0.000005009883,0.0001766255,0.9959188,0.00007053797],"study_design_scores_gemma":[0.000209733,0.0002480779,0.0002613293,0.0003791546,0.0000120219,3.437683e-7,0.0005052946,0.0001291635,0.000001100775,0.0005081715,0.9976111,0.0001345116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005404195,0.001562099,0.00004876919,0.9642684,0.00799266,0.0006809677,0.0000506461,0.00002519521,0.02483084],"genre_scores_gemma":[0.0002527034,0.008811061,0.0001214381,0.9246849,0.006919671,0.000272908,0.000978184,0.00005490471,0.05790418],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1171511,"threshold_uncertainty_score":0.9992061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3732125696058726,"score_gpt":0.5468967225824773,"score_spread":0.1736841529766048,"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."}}