{"id":"W2783769724","doi":"10.1161/circimaging.117.007408","title":"Establishing an Evidence-Based Method to Diagnose Cardiac Sarcoidosis","year":2018,"lang":"en","type":"letter","venue":"Circulation Cardiovascular Imaging","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sarcoidosis; Cardiac sarcoidosis; Cardiology; Internal medicine; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006952267,0.0008298325,0.002082051,0.001442418,0.0004435882,0.0008868003,0.0006667059,0.000764661,0.0002707877],"category_scores_gemma":[0.002746305,0.0008415714,0.00350757,0.001561211,0.0001768489,0.00108979,0.0002381368,0.00221335,0.0002720749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009934254,"about_ca_system_score_gemma":0.000739109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131186,"about_ca_topic_score_gemma":0.000003176748,"domain_scores_codex":[0.9895607,0.002196852,0.0009398861,0.002160757,0.003822395,0.001319373],"domain_scores_gemma":[0.9929258,0.001223813,0.0002217705,0.00342681,0.00158077,0.0006211027],"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":[0.00009426379,0.0001320496,0.06908254,0.001560475,0.003758476,0.001654257,0.0003907595,0.002341985,0.008208152,0.000003973787,0.6858893,0.2268838],"study_design_scores_gemma":[0.001043844,0.0001220134,0.02300792,0.0029674,0.003779747,0.0001698867,0.00007687441,0.01160433,0.004835264,0.0000313643,0.9510257,0.001335604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01428388,0.03739638,0.2888281,0.6468503,0.002898764,0.006731141,0.0002055148,0.001090901,0.001715044],"genre_scores_gemma":[0.1185318,0.000437969,0.05759233,0.7672206,0.05131899,0.001135856,0.002397436,0.0009289529,0.0004360832],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2651365,"threshold_uncertainty_score":0.9994035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08270282932042372,"score_gpt":0.3596429056247005,"score_spread":0.2769400763042767,"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."}}