{"id":"W2901660941","doi":"10.1111/resp.13442","title":"Lumpers versus splitters: What to do with suspected idiopathic pulmonary fibrosis?","year":2018,"lang":"en","type":"letter","venue":"Respirology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Pulmonary fibrosis; Dermatology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002748832,0.0009234128,0.001466487,0.0006790903,0.0002053087,0.0002018951,0.0005862865,0.001830697,0.0009197104],"category_scores_gemma":[0.0001369855,0.0007674918,0.0005049725,0.0005137188,0.000625712,0.0002944407,0.0002752878,0.002211777,0.001202405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004771538,"about_ca_system_score_gemma":0.0005012108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008866815,"about_ca_topic_score_gemma":0.00001178706,"domain_scores_codex":[0.9950473,0.0003305708,0.0006971986,0.001638028,0.0008626772,0.001424206],"domain_scores_gemma":[0.9970151,0.0001811872,0.0002862098,0.001580948,0.0004197675,0.000516833],"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":[0.07846373,0.0002138963,0.0003487242,0.001272911,0.0007284812,0.01959697,0.0002513417,0.000003233549,0.002047702,0.00004261139,0.8946615,0.002368941],"study_design_scores_gemma":[0.002309827,0.03173757,0.001514042,0.003445685,0.001101177,0.001323539,0.0002124563,0.00003207735,0.0001058599,0.00006006286,0.9571462,0.00101154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06754997,0.007793348,0.00006959354,0.9100493,0.005065593,0.00237217,0.0002207111,0.0004260479,0.006453307],"genre_scores_gemma":[0.1145769,0.0006478414,0.0004323995,0.8464708,0.03129487,0.000396932,0.00118291,0.0004632296,0.004534078],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0761539,"threshold_uncertainty_score":0.9999936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524532387599706,"score_gpt":0.2663939407777883,"score_spread":0.2511486169017912,"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."}}