{"id":"W1967943169","doi":"10.1093/icvts/ivu167.70","title":"F-070 * LESS IS MORE: THE DECREASING RATE OF THORACOTOMY AND PNEUMONECTOMY IN LUNG CANCER SURGERY WITHIN CANADA","year":2014,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Pneumonectomy; Thoracotomy; Lung cancer; Surgery; Lung cancer surgery; Lung; General 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001703604,0.0002780163,0.001144705,0.0001750772,0.00009035578,0.00003852447,0.00005061232,0.00007349234,0.00001627133],"category_scores_gemma":[0.0004866341,0.000190944,0.0004857136,0.0002989042,0.0001338511,0.0001493451,0.0000597062,0.000249539,2.836499e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003163979,"about_ca_system_score_gemma":0.0005905228,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2717336,"about_ca_topic_score_gemma":0.02858464,"domain_scores_codex":[0.9979089,0.0005152422,0.0004506865,0.0004716925,0.0003568887,0.0002965451],"domain_scores_gemma":[0.9958657,0.003143389,0.0001853052,0.0004515914,0.0001999139,0.0001540899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004402647,0.00007703415,0.8988403,0.0005887694,0.003770922,0.000248382,0.0008775446,0.00006541329,0.00006823556,0.0000116252,0.00115489,0.09385664],"study_design_scores_gemma":[0.0007080262,0.00002277161,0.9584922,0.004803928,0.002305451,0.0003022171,0.001338898,0.001462191,0.02439596,0.00004922569,0.005628562,0.0004905278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.971759,0.02566919,0.00006645331,0.001375623,0.0004925744,0.0004048947,0.00002535101,0.00001369063,0.0001932537],"genre_scores_gemma":[0.995434,0.003420438,0.0000210013,0.0007511253,0.0001292448,0.000172038,0.00001300973,0.00003552195,0.0000235858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.243149,"threshold_uncertainty_score":0.9891412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0175923121008857,"score_gpt":0.2964412336419645,"score_spread":0.2788489215410788,"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."}}