{"id":"W2072961763","doi":"10.1055/s-0029-1242462","title":"Surgical Management of Colorectal Liver Metastases","year":2009,"lang":"en","type":"article","venue":"Clinics in Colon and Rectal Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Colorectal cancer; Hepatectomy; Portal vein embolization; Chemotherapy; Stage (stratigraphy); Multidisciplinary team; Resection; Oncology; Internal medicine; Radiology; General surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005013293,0.0001135742,0.0004463884,0.0001241922,0.00002599884,0.000006351279,0.0000269826,0.0001048671,0.00009922077],"category_scores_gemma":[0.00003486649,0.00009140285,0.0001821961,0.0002245852,0.00007342663,0.0000304298,0.00002448753,0.000118327,0.000006532109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002300488,"about_ca_system_score_gemma":0.00003467069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009288768,"about_ca_topic_score_gemma":0.000003671561,"domain_scores_codex":[0.9990209,0.00008112818,0.00037557,0.0002065623,0.0001413643,0.0001744754],"domain_scores_gemma":[0.9992021,0.0004995228,0.00007325025,0.0001002919,0.0000281236,0.00009665116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001102994,0.0007054276,0.8487837,0.0001196147,0.0001031887,0.004057311,0.0000563526,1.400085e-7,0.00003568726,0.0003129424,0.0004464112,0.1442762],"study_design_scores_gemma":[0.00300514,0.001604212,0.9749329,0.0005401773,0.0004030898,0.0003191952,0.0001256717,0.0008238984,0.004024298,0.000305773,0.0136072,0.0003084603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925359,0.003634753,0.000001108276,0.0002117429,0.0001438724,0.0002819348,0.000006438222,0.00002107615,0.003163096],"genre_scores_gemma":[0.9935182,0.005703079,0.000369963,0.00006951745,0.00003020091,0.00001113442,0.00003122077,0.000006862947,0.0002598588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1439678,"threshold_uncertainty_score":0.37273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046253627493445,"score_gpt":0.3079680353837379,"score_spread":0.2033426726343934,"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."}}