{"id":"W4416639213","doi":"10.1183/13993003.congress-2025.pa6328","title":"Epithelial-mesenchymal transition (EMT) changes in patients with LAM and IPF","year":2025,"lang":"","type":"article","venue":"","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital","funders":"","keywords":"Vimentin; Idiopathic pulmonary fibrosis; Epithelial–mesenchymal transition; Respiratory epithelium; Lung; Reticular connective tissue; Epithelium; Pathogenesis","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":[0.0002952666,0.0001778691,0.0003140299,0.0005954621,0.0002659332,0.0004203844,0.0001745378,0.000505732,0.003489146],"category_scores_gemma":[0.0006540321,0.0001598814,0.000281854,0.0003540477,0.0002352374,0.0003472089,0.0002300402,0.0004043641,0.0004109559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002148154,"about_ca_system_score_gemma":0.0001399601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006124442,"about_ca_topic_score_gemma":0.001006483,"domain_scores_codex":[0.9998474,0.00002830459,0.00001640173,0.00003972326,0.00003401851,0.00003408628],"domain_scores_gemma":[0.9997213,0.00005079431,0.0001085944,0.0000120374,0.00004952038,0.00005767299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00235203,0.0001662972,0.9450197,0.0004011433,0.0001258769,0.005543512,0.0003299951,0.0001973779,0.01459868,0.0001872829,0.002561015,0.02851715],"study_design_scores_gemma":[0.00002414595,0.0004161995,0.9804431,0.0001042054,0.00008977045,0.01415923,0.0003153183,0.0004038315,0.001557775,0.0001285695,0.002342022,0.00001591549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901572,0.005257449,0.0006019195,0.0004101205,0.00004818755,0.00004158593,0.0007321956,0.00005965005,0.002691734],"genre_scores_gemma":[0.9972463,0.0007537047,0.0005412879,0.0001259504,0.00005622567,0.00002448233,0.0005579008,0.000005398243,0.0006888355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003489146,"threshold_uncertainty_score":0.01167232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231303527199769,"score_gpt":0.2584533838577998,"score_spread":0.2461403485858021,"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."}}