{"id":"W4409846622","doi":"10.1016/j.hrthm.2025.04.051","title":"Validating Heart Rhythm Society diagnostic criteria for cardiac sarcoidosis","year":2025,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research; Sykehuset i Vestfold","keywords":"Medicine; Heart Rhythm; Cardiac sarcoidosis; Rhythm; Cardiology; Sarcoidosis; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001102238,0.000311264,0.0008353896,0.0001509533,0.0004488408,0.0001345852,0.00008766908,0.000243325,0.0002905002],"category_scores_gemma":[0.001502568,0.0002875237,0.0008577069,0.0005977774,0.0001591007,0.0001363161,0.0001628395,0.0004139149,0.0001385327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989943,"about_ca_system_score_gemma":0.0003526802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001422777,"about_ca_topic_score_gemma":0.000006815616,"domain_scores_codex":[0.9972558,0.0001433062,0.0005272122,0.0006665637,0.000513578,0.0008935441],"domain_scores_gemma":[0.996841,0.001808563,0.00005298131,0.0006705881,0.0003528773,0.0002739787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003220681,0.0007372767,0.05638693,0.002546581,0.000728914,0.00004500584,0.0007142765,0.000009807722,0.09971043,0.001664434,0.8250498,0.01208455],"study_design_scores_gemma":[0.003983176,0.0008280251,0.0876399,0.001781322,0.0005681239,0.0008232968,0.0007857205,0.002530285,0.1658366,0.0008552324,0.7334908,0.0008775286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484969,0.003898443,0.001278319,0.03927784,0.001390717,0.002816817,0.0001555802,0.0003264882,0.002358922],"genre_scores_gemma":[0.9719988,0.0004395684,0.01339297,0.006321725,0.001601517,0.0007107009,0.0001101445,0.00007843798,0.005346161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09155889,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04503283312097591,"score_gpt":0.3740774987528356,"score_spread":0.3290446656318597,"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."}}