{"id":"W3177402682","doi":"10.1245/s10434-021-10220-w","title":"Liver-First Approach for Synchronous Colorectal Metastases: Analysis of 7360 Patients from the LiverMetSurvey Registry","year":2021,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre Hospitalier de l’Université de Montréal","funders":"Università Cattolica del Sacro Cuore; Sanofi","keywords":"Medicine; Propensity score matching; Surgical oncology; Resection; Internal medicine; Hazard ratio; Overall survival; Metastasis; Gastroenterology; Primary tumor; Oncology; Surgery; Confidence interval; Cancer","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":[0.0010287,0.000313151,0.000886469,0.000939832,0.0003210552,0.0006299399,0.0003075832,0.0003150937,0.001556161],"category_scores_gemma":[0.002338382,0.0003172827,0.0007405935,0.002440522,0.0002614828,0.0004813601,0.0007137083,0.0004359392,0.0002883605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004714116,"about_ca_system_score_gemma":0.0005613883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00290757,"about_ca_topic_score_gemma":0.005032562,"domain_scores_codex":[0.9989767,0.0001845481,0.0001878405,0.0002819567,0.0002240476,0.000145032],"domain_scores_gemma":[0.9974437,0.0003570447,0.001542084,0.0002412922,0.0001567736,0.0002592375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002425827,0.00001444687,0.9974582,0.00002547694,0.0001163994,0.000123936,0.00003491164,0.0000805635,0.0001077132,0.0000229409,0.0003293403,0.00144351],"study_design_scores_gemma":[0.0000401408,0.0001096003,0.9977332,0.00001909865,0.0001178555,0.0006336194,0.0001564857,0.0003326449,0.00008588406,0.00003972544,0.0007229471,0.000008775367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996962,0.0005248309,0.0001637935,0.00003648465,0.000007118325,0.00001532406,0.002070807,0.000005702682,0.0002139493],"genre_scores_gemma":[0.9954601,0.0003042147,0.0001079167,0.00004545199,0.00001876263,0.0000302861,0.003950329,0.000007097475,0.00007580169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00290757,"threshold_uncertainty_score":0.005781293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1172232437792855,"score_gpt":0.3242291462100536,"score_spread":0.2070059024307681,"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."}}