{"id":"W2058234974","doi":"10.7326/0003-4819-156-10-201205150-00004","title":"A Multidimensional Index and Staging System for Idiopathic Pulmonary Fibrosis","year":2012,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":1313,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Idiopathic pulmonary fibrosis; DLCO; Internal medicine; Lung transplantation; Cohort; Interstitial lung disease; Retrospective cohort study; Transplantation; Surgery; Lung; Diffusing capacity; Lung function","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":[0.003323658,0.0007505846,0.0004319773,0.002207371,0.0003866942,0.0006311163,0.0006820396,0.0004048049,0.002378904],"category_scores_gemma":[0.006155141,0.0001163067,0.0008495791,0.001187584,0.0004223273,0.0004351908,0.000774672,0.0006975806,0.0006180339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009083023,"about_ca_system_score_gemma":0.001538211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003577816,"about_ca_topic_score_gemma":0.003643642,"domain_scores_codex":[0.9987288,0.0005222669,0.0001468931,0.0001395608,0.0003730444,0.00008942971],"domain_scores_gemma":[0.9972392,0.0006999081,0.0009198749,0.0002079073,0.0007132383,0.0002197701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000290464,0.0001027396,0.9235504,0.000109022,0.0002040886,0.0001611491,0.0002221912,0.006279105,0.0008637764,0.002391935,0.008926722,0.05689844],"study_design_scores_gemma":[0.0001988893,0.0006416143,0.8819688,0.0001939041,0.0002468577,0.002071169,0.0002457075,0.09234171,0.0009813745,0.006141039,0.0148852,0.00008362329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8236669,0.002838893,0.1316865,0.00227145,0.0004230783,0.002598916,0.02013417,0.0009055113,0.01547457],"genre_scores_gemma":[0.9071329,0.00031223,0.08155927,0.0001204419,0.00009039632,0.0009816786,0.008922219,0.00002963454,0.0008512155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003577816,"threshold_uncertainty_score":0.01757741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188298304877667,"score_gpt":0.3156361252244706,"score_spread":0.2837531421756939,"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."}}