{"id":"W4403047239","doi":"10.1097/01.eem.0001069276.24354.cd","title":"Letter to the Editor: Thanks to Dr. Leap for Enjoyable Reading","year":2024,"lang":"en","type":"letter","venue":"Emergency Medicine News","topic":"History of Medical Practice","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Computer science; Psychology; Linguistics; Philosophy","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002104881,0.0008508147,0.001375865,0.0006640806,0.0003036513,0.00001723538,0.0009451643,0.001126069,0.009782906],"category_scores_gemma":[0.008338991,0.0005395196,0.0004676165,0.0008511241,0.0001728321,0.0001163548,0.0002133895,0.005186384,0.007095139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005352612,"about_ca_system_score_gemma":0.0003625982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007528031,"about_ca_topic_score_gemma":0.0001659154,"domain_scores_codex":[0.993368,0.0002324209,0.001459397,0.00143506,0.002248656,0.001256484],"domain_scores_gemma":[0.9957938,0.0009716399,0.0002973773,0.001796428,0.0003603867,0.0007803973],"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":[0.0001362505,0.0000322337,0.000006230804,0.001103922,0.0002430354,0.0002696521,0.00303885,0.00000184732,0.0006764071,0.00001255871,0.9929446,0.001534414],"study_design_scores_gemma":[0.0006400762,0.001219817,0.000004964088,0.001475884,0.001350905,0.00005549728,0.0002395843,0.00002020688,0.00003694716,0.0000711656,0.994346,0.0005389285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00001067847,0.002241851,0.002469108,0.80573,0.1413145,0.002818965,0.00004235319,0.0002399387,0.04513261],"genre_scores_gemma":[0.000007994929,0.0001199185,0.0002729359,0.4629705,0.2831684,0.0004743748,0.0001580971,0.0001696023,0.2526581],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3427595,"threshold_uncertainty_score":0.9997056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06151372208099033,"score_gpt":0.3627025543468456,"score_spread":0.3011888322658552,"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."}}