{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001557903,0.0001051234,0.000225654,0.0001212096,0.00007094086,0.00001476612,0.00000548582,0.00004490852,0.0001799507],"category_scores_gemma":[0.00005054089,0.00008480603,0.0001754931,0.0003139656,0.00001885533,0.00003983325,0.00003830483,0.00006574793,0.0002507088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006689948,"about_ca_system_score_gemma":0.00008122541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001591628,"about_ca_topic_score_gemma":0.00001052496,"domain_scores_codex":[0.9990891,0.000009279715,0.0002357814,0.0002541464,0.0001920706,0.0002196227],"domain_scores_gemma":[0.9993113,0.00002378327,0.00007461473,0.0003785144,0.00004457958,0.0001671752],"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":[0.00002053792,0.00004404511,0.04901561,0.00002071379,0.0001260013,0.9364202,0.0001055269,0.000003581012,0.0001308932,0.00002081231,0.005771468,0.008320634],"study_design_scores_gemma":[0.0006826882,0.0001010129,0.09466916,0.00003105182,0.0002004805,0.854723,0.000129795,0.00005696163,0.000341248,0.0001577222,0.04878216,0.0001247192],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749262,0.0001460152,0.000004272659,0.0002465802,0.0003787748,0.0002434743,0.000007988531,0.0002221125,0.02382454],"genre_scores_gemma":[0.9944964,0.00002083759,0.00009761211,0.000106579,0.0003463911,0.00004318507,0.00006609868,0.00002217471,0.004800715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08169717,"threshold_uncertainty_score":0.345829,"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."}}