{"id":"W1570061137","doi":"10.1016/j.ijsu.2015.05.052","title":"The current role of intraoperative ultrasound during the resection of colorectal liver metastases: A retrospective cohort study","year":2015,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Retrospective cohort study; Resection; Overall survival; Ultrasound; Surgery; Liver parenchyma; Radiology; Cohort; Lesion; Surgical resection; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001625478,0.0000916641,0.0003106357,0.0001572031,0.00005441965,0.00002525634,0.0001304392,0.0000205842,0.00002888774],"category_scores_gemma":[0.0008547368,0.00004817319,0.0002248658,0.0001509977,0.0001114687,0.0001309745,0.0000323799,0.0002244499,0.00000172685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002497823,"about_ca_system_score_gemma":0.0002480774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001032209,"about_ca_topic_score_gemma":0.00003584825,"domain_scores_codex":[0.9981644,0.0002282181,0.0005399587,0.00008743535,0.0008894263,0.00009058845],"domain_scores_gemma":[0.9969323,0.0006568629,0.0005090517,0.00009503263,0.001743754,0.00006304424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001739343,0.0005342838,0.9905497,0.000005547669,0.001562592,0.000086639,0.001625104,0.000004397876,0.001912892,0.00002986433,0.0002160853,0.001733481],"study_design_scores_gemma":[0.0008094873,0.0005731553,0.9681829,0.00009458773,0.0002594749,0.000282569,0.002041111,0.00006524577,0.02733425,0.00008996785,0.0002227572,0.00004456089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963289,0.002358619,0.00001072648,0.0001377849,0.0006683963,0.0003120486,0.00001786253,0.000002980192,0.0001627046],"genre_scores_gemma":[0.9991568,0.0005336869,0.00001761605,0.000004265332,0.000237116,0.00001398653,0.000005255727,0.0000076919,0.00002353385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02542136,"threshold_uncertainty_score":0.1964446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06702761730130717,"score_gpt":0.291798930348044,"score_spread":0.2247713130467369,"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."}}