{"id":"W3186726802","doi":"10.1016/j.jtcvs.2021.07.021","title":"Commentary: Toward precision surgery: Advances in defining sublobar resection candidacy","year":2021,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"CancerCare Manitoba; Research Institute in Oncology and Hematology; University of Manitoba","funders":"","keywords":"Medicine; Lung cancer; Randomized controlled trial; Cancer; Surgery; Oncology; 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":[0.006471738,0.001103952,0.002228961,0.001003222,0.004484389,0.004850103,0.002972903,0.08002292,0.006126848],"category_scores_gemma":[0.05185217,0.0009412313,0.001350367,0.001263467,0.004005563,0.005485702,0.002116771,0.06024606,0.006471922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00569551,"about_ca_system_score_gemma":0.008018966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00640808,"about_ca_topic_score_gemma":0.009951173,"domain_scores_codex":[0.993779,0.002282872,0.000834246,0.0008280238,0.001605117,0.0006706725],"domain_scores_gemma":[0.9753121,0.01565199,0.001533258,0.0005116538,0.004339613,0.002651406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004133651,0.00001465148,0.0003757741,0.00007094482,0.00001532969,0.0008007126,0.0001303794,0.00005592872,0.00007805948,0.001404711,0.9927261,0.004286072],"study_design_scores_gemma":[0.0001835419,0.00007779936,0.001162395,0.0009863884,0.00009300235,0.003002274,0.0007217962,0.0006533976,0.0002730242,0.01214796,0.980574,0.000124587],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001385369,0.0007281807,0.00005339498,0.9821254,0.01617035,0.000005336085,0.00002907149,0.00001033116,0.0007394381],"genre_scores_gemma":[0.002069349,0.0007340906,0.0001749275,0.9410292,0.05446443,0.00002154044,0.00001817353,0.00001422536,0.001474007],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08002292,"threshold_uncertainty_score":0.04132396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02550393605951918,"score_gpt":0.3033947139512306,"score_spread":0.2778907778917115,"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."}}