{"id":"W4412747588","doi":"10.1016/j.jaccas.2025.104439","title":"Pushing the Limits","year":2025,"lang":"en","type":"article","venue":"JACC Case Reports","topic":"Cardiac Arrhythmias and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada); Queen's University","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001898773,0.00008658917,0.0001709026,0.00004648001,0.0001355617,0.00002711879,0.000008833405,0.00004506976,0.00003978808],"category_scores_gemma":[0.0001564122,0.00005184237,0.0001550709,0.0001586259,0.00002238654,0.00003512909,0.00003198755,0.0001034843,0.00001110207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006151406,"about_ca_system_score_gemma":0.0001008322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002526733,"about_ca_topic_score_gemma":0.00005127997,"domain_scores_codex":[0.9993226,0.00001612395,0.0002100047,0.0001877053,0.0001265222,0.0001370316],"domain_scores_gemma":[0.9992732,0.00006721682,0.00006619484,0.0004847078,0.00005266544,0.00005600396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0000293823,0.00007481127,0.04835286,0.00003559121,0.0003029054,0.8913066,0.0001605567,0.000004893192,0.0001083909,0.0003231538,0.01372932,0.04557151],"study_design_scores_gemma":[0.0006078131,0.00004103193,0.06363731,0.0001477305,0.0005764359,0.6849986,0.0002193112,0.0000283716,0.001933284,0.0004920007,0.2472137,0.0001043935],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9148401,0.001011882,0.00003763936,0.002812536,0.0006843928,0.0003296937,0.000001880461,0.00005974345,0.08022211],"genre_scores_gemma":[0.9943467,0.00003148922,0.00008240365,0.0006913442,0.0001588375,0.00003187595,0.000008137443,0.000008533257,0.00464071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2334844,"threshold_uncertainty_score":0.2114071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610971142461848,"score_gpt":0.3113563126215806,"score_spread":0.2952466011969622,"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."}}