{"id":"W4416637052","doi":"10.1183/13993003.congress-2025.pa6338","title":"Late Breaking Abstract - Novel Prognostic Biomarkers in Idiopathic Pulmonary Fibrosis: A Proteomic Study","year":2025,"lang":"","type":"article","venue":"","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Idiopathic pulmonary fibrosis; Biomarker; Disease; Prognostics; DLCO; Vital capacity; Pulmonary fibrosis; Pulmonary function testing","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":[0.001841492,0.0007669638,0.0005369531,0.0008974804,0.0003461025,0.001543613,0.0003821092,0.0006058764,0.006648691],"category_scores_gemma":[0.002742281,0.0001706694,0.0008099809,0.001009712,0.000310774,0.0006341635,0.0005492645,0.0007630479,0.002096892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003787618,"about_ca_system_score_gemma":0.0005311921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005505838,"about_ca_topic_score_gemma":0.0005480761,"domain_scores_codex":[0.9995826,0.00008979317,0.00004185503,0.0001172808,0.0001173251,0.00005118608],"domain_scores_gemma":[0.9985662,0.0003589127,0.0003805506,0.0001181154,0.0003978047,0.0001783402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01309236,0.0009763462,0.6092527,0.0028842,0.003325559,0.002057014,0.000210006,0.001715819,0.08296006,0.001042984,0.04218199,0.240301],"study_design_scores_gemma":[0.0004706294,0.002293192,0.9370319,0.0004816077,0.001619314,0.003254518,0.0002350908,0.005539185,0.02334386,0.001773183,0.02389346,0.00006395793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9225047,0.04100917,0.007402551,0.008422432,0.001390325,0.000239651,0.01289194,0.0003884522,0.005750689],"genre_scores_gemma":[0.9625118,0.009483269,0.007446805,0.00268018,0.001805697,0.0001304088,0.0115549,0.00009535133,0.004291628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006648691,"threshold_uncertainty_score":0.02224207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353152904365798,"score_gpt":0.2778440749258912,"score_spread":0.2643125458822332,"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."}}