{"id":"W4411059557","doi":"10.1148/ryct.240505","title":"Functional Lung Imaging Using CT: An Update","year":2025,"lang":"en","type":"review","venue":"Radiology Cardiothoracic Imaging","topic":"Atomic and Subatomic Physics Research","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Western University","funders":"National Institutes of Health","keywords":"Medicine; Lung; Radiology; Functional imaging; Computed tomography; Medical physics; 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":[0.001441941,0.001179603,0.001886935,0.003198648,0.0002211862,0.001544863,0.001523568,0.001838873,0.005459171],"category_scores_gemma":[0.002242632,0.0004603601,0.0008123794,0.002290908,0.0008479523,0.002348916,0.0008777772,0.002500714,0.003312383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007380068,"about_ca_system_score_gemma":0.001429479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555198,"about_ca_topic_score_gemma":0.002608883,"domain_scores_codex":[0.999687,0.00006758403,0.00005639129,0.00004855413,0.0001155134,0.0000251138],"domain_scores_gemma":[0.9983461,0.000993266,0.0001308637,0.0000375826,0.0004053896,0.00008676667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007880117,0.00004823879,0.0002754109,0.01461447,0.0001209539,0.0002039753,0.00004001852,0.0003086236,0.0008946827,0.003012441,0.05447228,0.9259301],"study_design_scores_gemma":[0.00003342701,0.00007796786,0.001101936,0.006868993,0.0002061441,0.002473419,0.000055741,0.0001395113,0.0003030593,0.001793195,0.9869119,0.0000347904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005417927,0.9986367,0.0001156209,0.0003392753,0.0002804487,0.000003794438,0.00001947905,0.000007652282,0.0005428268],"genre_scores_gemma":[0.0003722099,0.9981001,0.0002313616,0.0003493959,0.0005754299,0.000006828851,0.00003995212,0.000003403449,0.0003213504],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005459171,"threshold_uncertainty_score":0.01826268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03096957991126769,"score_gpt":0.3808723599963452,"score_spread":0.3499027800850775,"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."}}