{"id":"W2144111246","doi":"10.1378/chest.12-2623","title":"Radiographic Fibrosis Score Predicts Survival in Hypersensitivity Pneumonitis","year":2013,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":204,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Crackles; Hypersensitivity pneumonitis; Idiopathic pulmonary fibrosis; Internal medicine; Fibrosis; Proportional hazards model; Usual interstitial pneumonia; Pulmonary fibrosis; Radiography; Survival analysis; Gastroenterology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002637731,0.0002015585,0.0003868308,0.0003001041,0.000135702,0.00009736503,0.000103282,0.0001290683,0.0003078358],"category_scores_gemma":[0.00009512815,0.000172563,0.0003024991,0.000328633,0.0001423969,0.0003349704,0.00003826623,0.0006015457,0.00009437859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291559,"about_ca_system_score_gemma":0.0001483321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001722195,"about_ca_topic_score_gemma":0.00001147064,"domain_scores_codex":[0.998478,0.0001010773,0.0003644066,0.0002338641,0.0003749998,0.0004476533],"domain_scores_gemma":[0.9989787,0.00005776637,0.0001036099,0.0002058466,0.0001761452,0.0004779589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001941735,0.001115435,0.8768905,0.0007258613,0.0002466165,0.004028378,0.0005732834,0.00002187543,0.08309203,0.0001848306,0.00523632,0.02594318],"study_design_scores_gemma":[0.001350232,0.001280713,0.9910038,0.0008800798,0.0001036827,0.002434538,0.0003472731,0.0004742701,0.0002961424,0.0002245022,0.001387372,0.0002174257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916313,0.0007822599,0.00007891553,0.001736555,0.0006059723,0.000274353,0.00001828705,0.00004200173,0.004830353],"genre_scores_gemma":[0.9978126,0.000520325,0.0002995064,0.0002578345,0.0008451255,0.00001452064,0.00001601811,0.000030744,0.0002033272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1141133,"threshold_uncertainty_score":0.7036915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616805190763451,"score_gpt":0.2327707596974222,"score_spread":0.2166027077897877,"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."}}