{"id":"W3088011272","doi":"10.1016/j.jacep.2020.07.014","title":"Reply","year":2020,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sarcoidosis; Medicine; Mediastinal lymphadenopathy; Scintigraphy; Positron emission tomography; Radiology; Gold standard (test); Computed tomography; Internal medicine","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0003409635,0.0005252458,0.002341567,0.0001677029,0.0001069172,0.00003195332,0.0005687455,0.001990893,0.001393446],"category_scores_gemma":[0.002271891,0.0004072143,0.001280553,0.00044199,0.0005668455,0.00003468597,0.0002878149,0.01097458,0.003055993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109698,"about_ca_system_score_gemma":0.0007942322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006318582,"about_ca_topic_score_gemma":0.000001191016,"domain_scores_codex":[0.9944187,0.0008008169,0.001383619,0.00153991,0.0006403664,0.001216617],"domain_scores_gemma":[0.9961752,0.001640321,0.0003584358,0.001196663,0.0002713849,0.0003579938],"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":[0.0009287247,0.0002005461,0.0002768833,0.0001862952,0.000439728,0.00249085,0.00000421392,6.466252e-8,0.01126707,0.00001245264,0.9784487,0.005744444],"study_design_scores_gemma":[0.001197455,0.007814202,0.003490376,0.00006256709,0.0002681804,0.0001184845,0.000001494992,0.00006706822,0.0004971263,0.0008253204,0.9852705,0.0003872213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01218398,0.0004135987,0.0000168858,0.9834191,0.0006049895,0.000661363,0.00002274301,0.0002166435,0.002460734],"genre_scores_gemma":[0.005697789,0.001583184,0.0004041726,0.9534479,0.03175654,0.00006930432,0.0007172731,0.0001395657,0.006184257],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03115155,"threshold_uncertainty_score":0.999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044372039902228,"score_gpt":0.4155347749771349,"score_spread":0.3110975709869121,"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."}}