{"id":"W7070444964","doi":"","title":"Prevalence and Clinical Relevance of Abnormal Ventilation in Lung Cancer Patients prior to Lung Resection","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Lung cancer; Ventilation (architecture); Clinical significance; Pulmonary function testing; Lung; Airway obstruction; Pneumonectomy; Mechanical ventilation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003887809,0.0001295151,0.0002214508,0.0005357116,0.0003777773,0.000595621,0.0003273964,0.0004270098,0.002159348],"category_scores_gemma":[0.001982391,0.0001570953,0.0001662359,0.000563002,0.0002998624,0.0003724092,0.0003871872,0.000492718,0.0002966455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302206,"about_ca_system_score_gemma":0.0003534504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002470198,"about_ca_topic_score_gemma":0.003705955,"domain_scores_codex":[0.9995763,0.00006598161,0.00004608672,0.0000995962,0.0001265648,0.00008545002],"domain_scores_gemma":[0.9981599,0.0002693826,0.001030427,0.00005995796,0.0001633517,0.0003168523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005790569,0.00001822155,0.9990011,0.000006589728,0.000004539735,0.00004949537,0.00003961545,0.000004946406,0.0002024288,0.000003942656,0.00002476722,0.0005863903],"study_design_scores_gemma":[0.000001542554,0.0001446015,0.9991586,0.000004352585,0.000005659036,0.0003589868,0.0001590603,0.00002586303,0.00005636428,0.000005373834,0.00007768907,0.0000018922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993203,0.0001683124,0.00002496276,0.00002683641,0.000002960007,0.000009426853,0.0001139132,0.000001646188,0.0003316483],"genre_scores_gemma":[0.9997222,0.00006614114,0.00003171236,0.00001008524,0.000006035929,0.000006251373,0.00008214748,4.64217e-7,0.0000750118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002470198,"threshold_uncertainty_score":0.007223785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141806607379822,"score_gpt":0.2960584506981556,"score_spread":0.2846403846243574,"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."}}