{"id":"W4410127307","doi":"10.1111/his.15468","title":"The utility of deeper levels in evaluating transbronchial cryobiopsy specimens for interstitial lung disease","year":2025,"lang":"en","type":"letter","venue":"Histopathology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Interstitial lung disease; Medicine; Pathology; Lung; Lung disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002661816,0.0003021818,0.0003362372,0.0009265313,0.001703498,0.001657713,0.001223569,0.01181686,0.003895855],"category_scores_gemma":[0.0153362,0.0004428297,0.0004317488,0.0004416319,0.001881103,0.001435216,0.000610787,0.006148095,0.005071604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001439868,"about_ca_system_score_gemma":0.0008365425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004408939,"about_ca_topic_score_gemma":0.009789708,"domain_scores_codex":[0.9981437,0.0006928277,0.0003484041,0.0001645332,0.0004405996,0.0002099455],"domain_scores_gemma":[0.9911419,0.005324191,0.0003686727,0.0006668501,0.0019057,0.0005926853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005872324,0.0002150118,0.03057277,0.0003070766,0.00003974564,0.3505265,0.001890464,0.0007456196,0.02133107,0.007262859,0.507607,0.07891466],"study_design_scores_gemma":[0.0001029397,0.0006020549,0.0306029,0.0007301453,0.00006707103,0.3698149,0.002871667,0.002652346,0.009923775,0.01574473,0.5667351,0.0001523279],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04862409,0.005477743,0.004630904,0.847913,0.02976832,0.0001895128,0.0002841104,0.0002481425,0.06286418],"genre_scores_gemma":[0.3782146,0.008486033,0.01645295,0.4961037,0.04318875,0.0001617824,0.0002660844,0.0002164186,0.05690978],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01181686,"threshold_uncertainty_score":0.01407719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0367354037912693,"score_gpt":0.3424145927694856,"score_spread":0.3056791889782163,"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."}}