{"id":"W2165965721","doi":"10.1183/09031936.00021814","title":"Risk prediction and end-points in idiopathic pulmonary fibrosis: one step at a time","year":2014,"lang":"en","type":"letter","venue":"European Respiratory Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Idiopathic pulmonary fibrosis; Medicine; Internal medicine; Pulmonary fibrosis; Cardiology; Fibrosis; 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":[0.009364831,0.001017358,0.002672807,0.001351382,0.002608872,0.00306549,0.003136584,0.03108914,0.003009728],"category_scores_gemma":[0.05376821,0.0006978974,0.001573029,0.001125375,0.003045683,0.005879296,0.001763519,0.04492784,0.003273861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004882451,"about_ca_system_score_gemma":0.003870775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005424648,"about_ca_topic_score_gemma":0.008185204,"domain_scores_codex":[0.9926031,0.003676707,0.00109939,0.0005929554,0.001693148,0.000334657],"domain_scores_gemma":[0.9622487,0.02549259,0.001495819,0.0007049591,0.007631776,0.002426164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001812494,0.00005537047,0.001383428,0.0001784405,0.00004385674,0.0007365451,0.0001131992,0.0001151118,0.0001086392,0.002254657,0.9568877,0.03794183],"study_design_scores_gemma":[0.0009466583,0.000510037,0.007630939,0.005151737,0.0002478873,0.005979922,0.000776591,0.002352602,0.0004046196,0.05355436,0.9221624,0.0002823396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001926793,0.006680817,0.0001000385,0.9745349,0.0179279,0.000006102033,0.00003485464,0.00001225685,0.0005104381],"genre_scores_gemma":[0.004482282,0.0080818,0.0005981248,0.8153818,0.1700945,0.00004906286,0.00006713028,0.00002027529,0.001225047],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03108914,"threshold_uncertainty_score":0.04952651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522890745536229,"score_gpt":0.2242251496133214,"score_spread":0.2089962421579591,"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."}}