{"id":"W4294862218","doi":"10.3390/cancers14174340","title":"Impact of Preoperative Chemotherapy Features on Patient Outcomes after Hepatectomy for Initially Unresectable Colorectal Cancer Liver Metastases: A LiverMetSurvey Analysis","year":2022,"lang":"en","type":"article","venue":"Cancers","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Saint-Luc","funders":"Health and Care Research Wales","keywords":"Medicine; Oxaliplatin; Irinotecan; Colorectal cancer; Regimen; Internal medicine; Hepatectomy; Oncology; Cohort; Resection; Cancer; 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":[0.001100599,0.0002354955,0.0004034608,0.000929284,0.0001383778,0.0006003347,0.0002463719,0.0002172488,0.001687257],"category_scores_gemma":[0.002998369,0.0001250981,0.0007733735,0.001437189,0.0002111839,0.0003733841,0.0004997717,0.0002434827,0.0001454449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003760122,"about_ca_system_score_gemma":0.0002959876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001151105,"about_ca_topic_score_gemma":0.001929907,"domain_scores_codex":[0.999151,0.0002820922,0.0001358463,0.0001754742,0.0001688013,0.00008672133],"domain_scores_gemma":[0.9963625,0.001241132,0.001721889,0.0002222533,0.0002167318,0.0002354624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008573991,0.00003144488,0.9960718,0.00004230192,0.0002453913,0.00003349557,0.0000201621,0.00008747142,0.0001039069,0.000009587749,0.00007496805,0.002422171],"study_design_scores_gemma":[0.00002662167,0.0003245949,0.9986809,0.00001095653,0.0001944597,0.0001468157,0.00005746558,0.0002578009,0.000081826,0.00001320893,0.0002016254,0.000003651173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984974,0.0004612385,0.0000730225,0.00002129994,0.000001914097,0.000008574725,0.0007979415,0.00000216348,0.0001365353],"genre_scores_gemma":[0.9987172,0.00009955313,0.00005211734,0.00001025851,0.00000511452,0.00001163945,0.00106488,0.000001541037,0.00003778359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001687257,"threshold_uncertainty_score":0.005820572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03893735796067589,"score_gpt":0.3099690233488847,"score_spread":0.2710316653882088,"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."}}