{"id":"W2122312105","doi":"10.1148/radiol.2312030563","title":"Bronchiolitis Obliterans Syndrome in Lung Transplant Recipients: Can Thin-Section CT Findings Predict Disease before Its Clinical Appearance?","year":2004,"lang":"en","type":"article","venue":"Radiology","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Bronchiolitis obliterans; Medicine; Bronchiectasis; Air trapping; Lung; Lung transplantation; Bronchiolitis; Nuclear medicine; Perfusion; Radiology; Internal medicine; Respiratory system","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":[0.0005848375,0.0002299366,0.0006432076,0.0002321959,0.00007986865,0.00001104734,0.0001274415,0.0001732306,0.00004780453],"category_scores_gemma":[0.0001098058,0.0001946867,0.0002284215,0.0002495457,0.0001275559,0.0001150321,0.000007366665,0.0005502529,0.00001199897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002005176,"about_ca_system_score_gemma":0.0001882197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001878288,"about_ca_topic_score_gemma":0.0003444678,"domain_scores_codex":[0.9978458,0.0002766568,0.0007068946,0.0005115399,0.0001839112,0.0004751694],"domain_scores_gemma":[0.9991737,0.0001371868,0.0000744119,0.0002513455,0.00003338997,0.0003299582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006362116,0.0001583455,0.9919855,0.0002790996,0.00009920707,0.002432842,0.001450348,0.0001595672,0.00006674205,0.00131486,0.00002384398,0.001393413],"study_design_scores_gemma":[0.005682601,0.0005009002,0.9883122,0.0007882104,0.0001950553,0.003184598,0.00002100747,0.0002344941,0.00001988117,0.0005764423,0.0003158843,0.0001686537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913756,0.0008998383,0.002737921,0.002444175,0.001458904,0.0005997868,0.0002459282,0.0001030293,0.0001347999],"genre_scores_gemma":[0.9963506,0.0008951895,0.001065106,0.0008096656,0.0003381192,0.00004652801,0.0002750989,0.00002932847,0.0001903269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00504639,"threshold_uncertainty_score":0.7939093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02160221121249627,"score_gpt":0.326233461101798,"score_spread":0.3046312498893017,"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."}}