{"id":"W4243417275","doi":"10.1245/s10434-017-6198-3","title":"Comment on: Pathologic Response to Preoperative Chemotherapy in Colorectal Liver Metastases: Fibrosis, Not Necrosis, Predicts Outcome","year":2017,"lang":"en","type":"letter","venue":"Annals of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Surgical oncology; Necrosis; Colorectal cancer; Oncology; Fibrosis; Internal medicine; Chemotherapy; Colorectal surgery; Pathology; Cancer; Abdominal surgery","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":[0.002881502,0.0006547022,0.001682212,0.0007446496,0.002301864,0.002071169,0.001657548,0.03252474,0.004263855],"category_scores_gemma":[0.02615358,0.0005392955,0.001007,0.0009369744,0.001989751,0.002138733,0.001064538,0.02871308,0.005553469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003144544,"about_ca_system_score_gemma":0.003289964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005093145,"about_ca_topic_score_gemma":0.006933288,"domain_scores_codex":[0.997884,0.0007209383,0.000367797,0.0002894166,0.0004456809,0.0002920673],"domain_scores_gemma":[0.9902139,0.005801841,0.0008224095,0.0003053545,0.001803417,0.001053092],"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":[0.0002027556,0.00005817078,0.005732062,0.00007069077,0.00004292833,0.002559933,0.000155959,0.0001522554,0.0001772734,0.001466747,0.9804771,0.008904192],"study_design_scores_gemma":[0.0007977952,0.0004441928,0.01728063,0.0009204951,0.0003246291,0.009723239,0.002054591,0.003532848,0.001121617,0.0182526,0.9451751,0.0003723122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008883511,0.0003846111,0.00007073672,0.9827269,0.01464928,0.000009416023,0.0001003358,0.000019947,0.001150453],"genre_scores_gemma":[0.01072506,0.0008396308,0.0002392304,0.922488,0.062156,0.00004947889,0.00008893741,0.00002465267,0.003389064],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03252474,"threshold_uncertainty_score":0.02281541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1728623905952125,"score_gpt":0.3756331460558432,"score_spread":0.2027707554606307,"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."}}