{"id":"W4367600459","doi":"10.1164/ajrccm-conference.2023.207.1_meetingabstracts.a6486","title":"Clinical and Radiographic Predictors of Mortality or Transplant in Patients With Idiopathic Pulmonary Fibrosis","year":2023,"lang":"en","type":"article","venue":"","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; St Joseph's Health Care; University of Toronto; Vancouver General Hospital; University of British Columbia; McGill University; Centre Hospitalier de l’Université de Montréal; University of Calgary; Université de Montréal; University of Saskatchewan; McMaster University","funders":"","keywords":"Medicine; Radiography; Idiopathic pulmonary fibrosis; Pulmonary fibrosis; Internal medicine; Fibrosis; Radiology; Lung","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":[0.0006713136,0.0004403992,0.0005846421,0.0009117033,0.000576792,0.0009875614,0.0004953602,0.00101056,0.002735054],"category_scores_gemma":[0.003934314,0.0003088359,0.0005855659,0.001039774,0.0006388248,0.0009060333,0.00067189,0.001236526,0.0003085154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000276396,"about_ca_system_score_gemma":0.0004866122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001660318,"about_ca_topic_score_gemma":0.002080722,"domain_scores_codex":[0.9995703,0.0001252537,0.00005305837,0.00005263167,0.00006864614,0.0001300968],"domain_scores_gemma":[0.9972614,0.0007837651,0.0009513606,0.0001023546,0.0001603424,0.0007406872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002355573,0.00003139051,0.9988834,0.000004821086,0.00002531434,0.0001618247,0.00002031506,0.00004702972,0.00008430706,0.00001804184,0.00004155459,0.0004463154],"study_design_scores_gemma":[0.00001528205,0.0001430512,0.998271,0.000008164554,0.00004228675,0.000742296,0.0002200566,0.0003515572,0.0000407446,0.00007983052,0.00008020367,0.00000558115],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981247,0.0005771866,0.00005934946,0.0001339715,0.00001579206,0.00000437518,0.000100839,0.000004100158,0.0009797571],"genre_scores_gemma":[0.9995877,0.00009571043,0.00003001595,0.00002506086,0.00004096478,0.000002570547,0.0001195668,0.000001267345,0.00009714007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002735054,"threshold_uncertainty_score":0.009149671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701968018432229,"score_gpt":0.2763939605163358,"score_spread":0.2593742803320135,"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."}}