{"id":"W4411947204","doi":"10.1093/ehjci/jeaf192","title":"Response to Dr Hungerford","year":2025,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004809999,0.001013894,0.00163889,0.000975362,0.002783834,0.003537691,0.002021658,0.02434386,0.01378247],"category_scores_gemma":[0.06314255,0.000609718,0.001071638,0.0005431955,0.002663973,0.003187142,0.002614644,0.03447917,0.009706336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002991883,"about_ca_system_score_gemma":0.005119839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003263983,"about_ca_topic_score_gemma":0.006392574,"domain_scores_codex":[0.9956248,0.001011553,0.0004974239,0.0007050878,0.001614382,0.0005467096],"domain_scores_gemma":[0.9794516,0.005360575,0.001339333,0.0007172127,0.008256146,0.00487506],"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":[0.00002060544,0.0000145574,0.0002827198,0.00005581448,0.000008781925,0.0005929522,0.00007024533,0.00002065754,0.00003991019,0.0004068073,0.994869,0.003617996],"study_design_scores_gemma":[0.00005919796,0.00005348992,0.001067545,0.0004676038,0.00002030033,0.002788582,0.0007656274,0.0001518437,0.0001170553,0.001633228,0.9928166,0.00005890764],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002156147,0.001884419,0.0001194268,0.9031293,0.09259164,0.00002156826,0.00007993021,0.00004811064,0.001909993],"genre_scores_gemma":[0.003456108,0.001972693,0.0003211121,0.9003078,0.08198591,0.00009653273,0.00007695012,0.00003764361,0.0117452],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02434386,"threshold_uncertainty_score":0.04610693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0859240541887498,"score_gpt":0.4257822118406682,"score_spread":0.3398581576519184,"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."}}