{"id":"W4389353649","doi":"10.2139/ssrn.4645789","title":"Screening Tools for the Detection of Clinically Silent and Potentially Clinically Important  Cardiac Sarcoidosis","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Cardiac sarcoidosis; Sarcoidosis; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001324037,0.0007713314,0.0009844825,0.002683842,0.0002604977,0.001214884,0.0005206048,0.001164534,0.003309494],"category_scores_gemma":[0.006467012,0.0002597901,0.000443284,0.000734138,0.0002951616,0.0006762836,0.000398727,0.0007588053,0.0009752333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002657348,"about_ca_system_score_gemma":0.0003872889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005993985,"about_ca_topic_score_gemma":0.0005906051,"domain_scores_codex":[0.9991909,0.0002887198,0.00008946409,0.0001243636,0.0002245625,0.00008201063],"domain_scores_gemma":[0.9964845,0.002138992,0.000578309,0.0001250318,0.0003938326,0.0002794219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003658721,0.0008509567,0.7745948,0.0006264663,0.000326404,0.002345922,0.0003481294,0.000458837,0.01356818,0.0007109033,0.005170341,0.1973403],"study_design_scores_gemma":[0.00036383,0.003723353,0.9484248,0.0005742683,0.0009521162,0.01585942,0.0008736801,0.007308083,0.01113634,0.003139221,0.007559651,0.00008518439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644526,0.01917825,0.003836381,0.001777558,0.0003404544,0.00009916419,0.001163361,0.0002634325,0.008888791],"genre_scores_gemma":[0.9925544,0.002046123,0.003256893,0.0002294432,0.000179378,0.00003675695,0.0003972828,0.00001268568,0.001287093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003309494,"threshold_uncertainty_score":0.01107132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07306049491861635,"score_gpt":0.3712281354388142,"score_spread":0.2981676405201978,"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."}}