{"id":"W2027953473","doi":"10.1159/000193745","title":"Early Diagnosis of Interstitial Fibrosis","year":2009,"lang":"en","type":"article","venue":"Respiration","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame","funders":"","keywords":"Medicine; Infiltration (HVAC); Pulmonary function testing; Fibrosis; Lung; Pulmonary fibrosis; Interstitial lung disease; Pathology; Biopsy; Lung biopsy; Radiology; Internal medicine","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":[0.00006542317,0.00008184094,0.0001670954,0.00009112293,0.0000346077,0.00001217063,0.0000442768,0.00006396168,0.0001548276],"category_scores_gemma":[0.00005632309,0.00007417663,0.0001355518,0.0001193244,0.00003112228,0.0001229762,0.000009007932,0.00006385161,0.00002527217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004151513,"about_ca_system_score_gemma":0.0000390224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004625457,"about_ca_topic_score_gemma":0.000001120426,"domain_scores_codex":[0.9993097,0.00002253825,0.0002315583,0.0001401727,0.000182108,0.0001139888],"domain_scores_gemma":[0.9995796,0.00001729946,0.00007031573,0.0001601652,0.00009462814,0.00007796759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0345682,0.00310971,0.08333099,0.000827787,0.0002467871,0.0002059127,0.001821012,0.00009080918,0.473902,0.0214101,0.03179811,0.3486885],"study_design_scores_gemma":[0.003934569,0.06615717,0.7445493,0.002147793,0.000683595,0.00005155515,0.0001285021,0.001139747,0.1506751,0.001637938,0.02823831,0.0006564283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927311,0.0002583532,0.0005765473,0.001049612,0.0001146967,0.0002207374,0.00004133964,0.00004325335,0.004964384],"genre_scores_gemma":[0.9988647,0.00003477931,0.0002315239,0.0004904729,0.0002206838,0.00001100033,0.00004214495,0.000005086247,0.00009959789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6612183,"threshold_uncertainty_score":0.3024835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01383734144399869,"score_gpt":0.2733042460554935,"score_spread":0.2594669046114949,"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."}}