{"id":"W4404601368","doi":"10.21037/jtd-24-600","title":"Analysis of pulmonary complications and predicted postoperative pulmonary function in oncologic lung resections","year":2024,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital; University of British Columbia","funders":"","keywords":"Medicine; Pulmonary function testing; Lung; Lung function; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004861856,0.0002504574,0.0001943793,0.0007780753,0.0002690255,0.0004850613,0.0003708362,0.0002277426,0.001164804],"category_scores_gemma":[0.002376492,0.0001374018,0.0004948933,0.0006414433,0.000309548,0.0002561473,0.0004024085,0.0004491795,0.0001458552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006319875,"about_ca_system_score_gemma":0.0007105691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008801091,"about_ca_topic_score_gemma":0.012254,"domain_scores_codex":[0.9996331,0.00007021058,0.00005969331,0.00006264689,0.0000915111,0.00008277271],"domain_scores_gemma":[0.9978187,0.00049389,0.001040612,0.00007417944,0.0002247525,0.0003479588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003309077,0.000004013979,0.999598,0.000003097196,0.0000109602,0.00002280911,0.000005089973,0.00002158978,0.00003026902,0.000002248883,0.00001171797,0.0002571327],"study_design_scores_gemma":[0.000001174049,0.00004071161,0.9994377,0.000002906609,0.00001727597,0.0001642187,0.00004180695,0.0001818505,0.00005355581,0.000006313802,0.00005078131,0.000001695918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993241,0.0002373728,0.00006950798,0.00002215631,0.000002658277,0.000003920018,0.0001647635,0.000002390917,0.0001730871],"genre_scores_gemma":[0.9996901,0.00004733305,0.00004382412,0.000003639454,0.000002574839,0.000002314545,0.0001614499,6.347801e-7,0.00004821495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008801091,"threshold_uncertainty_score":0.01749974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02052737300153509,"score_gpt":0.3671602807454582,"score_spread":0.3466329077439231,"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."}}