{"id":"W4367598604","doi":"10.1016/j.jaccas.2023.101855","title":"A Phenomenal Binomaly","year":2023,"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":"McMaster University","funders":"","keywords":"Medical diagnosis; Storm; Cascade; Psychology; Intensive care medicine; Medicine; Computer science; Engineering; Geography; Meteorology; Radiology","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":[0.00023782,0.001387065,0.0009182679,0.002260015,0.00240962,0.001329543,0.001012559,0.004011859,0.006062],"category_scores_gemma":[0.002674533,0.0004361622,0.0007001077,0.001525097,0.00145987,0.002782467,0.00211534,0.005263463,0.001849432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001296249,"about_ca_system_score_gemma":0.0007869675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001421201,"about_ca_topic_score_gemma":0.001803627,"domain_scores_codex":[0.999566,0.00004373915,0.00003593193,0.0001264977,0.00006227267,0.0001654457],"domain_scores_gemma":[0.9989675,0.0002861545,0.0002043993,0.0001015872,0.00005545469,0.0003848405],"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":[0.00001966614,0.00002308996,0.003117019,0.00002339855,0.000008173766,0.9918668,0.00007126747,0.00005161001,0.0004187555,0.0007993069,0.0009879449,0.002613005],"study_design_scores_gemma":[0.000005371716,0.00003227776,0.002132392,0.00001968801,0.000004166567,0.9961755,0.00004611074,0.00008741931,0.0001059274,0.0005119462,0.0008722304,0.00000691928],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.818943,0.0208731,0.01736845,0.03809016,0.004201323,0.0005439052,0.001362811,0.001083174,0.09753416],"genre_scores_gemma":[0.9754916,0.003355195,0.002511007,0.008961795,0.002176736,0.00007795875,0.0002866549,0.0001219938,0.007017061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006062,"threshold_uncertainty_score":0.02027941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081788599418171,"score_gpt":0.2956723378828264,"score_spread":0.2748544518886447,"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."}}