{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00152625,0.0003205093,0.0003866063,0.0007025968,0.0001285841,0.0004754286,0.0002147263,0.0004051323,0.0004536866],"category_scores_gemma":[0.006721576,0.0001806462,0.000170028,0.0002865444,0.0002408038,0.0003389552,0.0002749848,0.0001732982,0.0002057793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778843,"about_ca_system_score_gemma":0.0001287109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003710072,"about_ca_topic_score_gemma":0.0005020009,"domain_scores_codex":[0.9993933,0.0001887835,0.00008719522,0.0001407675,0.0001542663,0.00003560379],"domain_scores_gemma":[0.9975215,0.0008724802,0.0008472408,0.0002583428,0.0003721079,0.000128403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001109242,0.0000627659,0.9638255,0.00005295539,0.00007400879,0.0002041604,0.0001290142,0.0008001564,0.009780977,0.00003177201,0.0001311481,0.02379824],"study_design_scores_gemma":[0.00005362658,0.000515422,0.9865631,0.00001463954,0.00006477551,0.001366621,0.00008697623,0.006513517,0.004550031,0.00008135058,0.0001755506,0.00001433984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976889,0.0003206505,0.001635797,0.00001580572,0.000005366865,0.00001095427,0.00004130923,0.00003622042,0.0002450498],"genre_scores_gemma":[0.9983889,0.00004470533,0.001400354,0.00001385144,0.000008431375,0.000007956763,0.00007412965,0.000007067287,0.00005456962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00152625,"threshold_uncertainty_score":0.008071661,"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."}}