{"id":"W2017133366","doi":"10.1002/jmri.23814","title":"Auto‐Threshold quantification of late gadolinium enhancement in patients with acute heart disease","year":2012,"lang":"en","type":"article","venue":"Journal of Magnetic Resonance Imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Circle Cardiovascular Imaging; Foothills Medical Centre; Libin Cardiovascular Institute of Alberta; Université de Montréal; University of Calgary","funders":"","keywords":"Medicine; Reproducibility; Nuclear medicine; Acute myocarditis; Radiology; Myocarditis; Cardiology; Mathematics","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":[0.0004438722,0.0001265884,0.0003512076,0.0001936865,0.00002272331,0.00001600059,0.00006991208,0.00001880059,0.00003181418],"category_scores_gemma":[0.0002116055,0.00009978998,0.00009391278,0.0001935131,0.00008645413,0.0002262322,0.00002311447,0.0002138352,0.000006738298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007027489,"about_ca_system_score_gemma":0.0001378979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008086447,"about_ca_topic_score_gemma":2.161234e-7,"domain_scores_codex":[0.9984889,0.00003757825,0.0005533288,0.0001163063,0.0005200931,0.0002838143],"domain_scores_gemma":[0.9988428,0.0000942855,0.0002965099,0.0002400787,0.0003190593,0.0002073148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008442032,0.0005214748,0.98796,0.00005018722,0.000009874831,0.00003340272,0.0001689167,0.000026396,0.0009273813,0.00001530154,0.001360725,0.008082087],"study_design_scores_gemma":[0.002832953,0.0002411161,0.9913687,0.0007319252,0.0001997337,0.0000273397,0.00002750877,0.0002835293,0.0008574895,0.00002099805,0.003308461,0.0001002939],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803948,0.01659053,0.0005059015,0.001674762,0.0003891305,0.0002069833,0.000007884835,0.000006631573,0.0002233859],"genre_scores_gemma":[0.9967813,0.0001751141,0.002418411,0.0003566082,0.0001412856,0.000004280643,0.000005691678,0.00001841201,0.00009888907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01641542,"threshold_uncertainty_score":0.4069318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005449244738024,"score_gpt":0.2699272643461879,"score_spread":0.2598727718988077,"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."}}