{"id":"W4367604925","doi":"10.1164/ajrccm-conference.2023.207.1_meetingabstracts.a2242","title":"Serum Collagen Neoepitopes Are Associated With Multi-organ Disease in the Access and GRADS Sarcoidosis Cohorts","year":2023,"lang":"en","type":"article","venue":"","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sarcoidosis; Medicine; Disease; Organ system; Computer science; Pathology","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":[0.0004303734,0.0003205689,0.0003444157,0.0006995418,0.0004597961,0.001121478,0.0003597233,0.0004978644,0.003492736],"category_scores_gemma":[0.001393754,0.0002424179,0.0004600732,0.0003916378,0.0003947782,0.0006000858,0.001038434,0.000736961,0.0004305795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002471596,"about_ca_system_score_gemma":0.000243161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003116473,"about_ca_topic_score_gemma":0.003939316,"domain_scores_codex":[0.9996141,0.00005920991,0.00003928074,0.0001019197,0.00006907068,0.0001163873],"domain_scores_gemma":[0.9989542,0.000115227,0.0004081039,0.00008084531,0.00009374554,0.0003479167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002306555,0.00002533336,0.997962,0.000003836883,0.00003831966,0.0001081795,0.00007024573,0.00001350714,0.0006322571,0.0000331192,0.0001007554,0.0007817782],"study_design_scores_gemma":[0.000007300191,0.00006089091,0.9987877,0.000003762679,0.00002061592,0.0004654016,0.0002891433,0.00007264449,0.00006742645,0.00004769538,0.0001745738,0.000002914107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999137,0.00009417888,0.00004619638,0.00004897552,0.00000646087,0.000003325102,0.000189875,0.000003708319,0.0004703751],"genre_scores_gemma":[0.999346,0.00003541068,0.00002581459,0.00003309688,0.00001409097,0.000003010958,0.0002268773,0.000002397239,0.0003134477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003492736,"threshold_uncertainty_score":0.01168442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07566405068013439,"score_gpt":0.3504374641301359,"score_spread":0.2747734134500015,"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."}}