{"id":"W4367604340","doi":"10.1164/ajrccm-conference.2023.207.1_meetingabstracts.a4192","title":"A Polygenic Risk Score for Idiopathic Pulmonary Fibrosis and Interstitial Lung Abnormalities","year":2023,"lang":"en","type":"article","venue":"","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Lung; Internal medicine; Pulmonary fibrosis; Cardiology; 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":[0.001615581,0.001164027,0.0005902881,0.002740834,0.0007171107,0.0008915479,0.0006489801,0.0009620535,0.004822109],"category_scores_gemma":[0.006142087,0.0002455483,0.001623045,0.002024374,0.0004512915,0.0005278214,0.00115218,0.0008387343,0.0004149895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003491262,"about_ca_system_score_gemma":0.0007142656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005387224,"about_ca_topic_score_gemma":0.005025681,"domain_scores_codex":[0.9978235,0.001186417,0.0001667168,0.0002986394,0.0003180522,0.0002066864],"domain_scores_gemma":[0.9962773,0.00139379,0.001006173,0.000408126,0.0004296603,0.0004848931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000579408,0.0001225425,0.9859858,0.00002276812,0.0009312632,0.0005983057,0.00007021031,0.001193934,0.001804936,0.0009150782,0.0005286656,0.007247109],"study_design_scores_gemma":[0.00004852044,0.0002878882,0.9860691,0.00001638461,0.0006125181,0.001759681,0.0001031184,0.008855328,0.0002483404,0.001522513,0.0004514933,0.00002515508],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894385,0.0004073413,0.005323502,0.0004945578,0.00005356844,0.00003864791,0.001273218,0.00007790937,0.002892742],"genre_scores_gemma":[0.9970804,0.0000651271,0.001503877,0.00002911403,0.00004306519,0.00001600816,0.000620822,0.000008168843,0.0006335764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005387224,"threshold_uncertainty_score":0.01613152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151564425466743,"score_gpt":0.2659733993411254,"score_spread":0.2508169567944511,"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."}}