{"id":"W4312663764","doi":"10.1016/j.hpb.2022.05.092","title":"Americas Minimally Invasive Liver Resection (AMILES) Database","year":2022,"lang":"en","type":"article","venue":"HPB","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Resection; General surgery; 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":[0.000414372,0.0003720362,0.0008389881,0.002757877,0.0003499902,0.00091469,0.0006440157,0.000487028,0.02614401],"category_scores_gemma":[0.00338646,0.0001844636,0.0005790921,0.005298991,0.0001437066,0.0005730393,0.0006178077,0.0007053645,0.007847446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172863,"about_ca_system_score_gemma":0.002207419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01816896,"about_ca_topic_score_gemma":0.02382952,"domain_scores_codex":[0.9995111,0.00005734456,0.0001294747,0.0001302603,0.0001098829,0.00006184721],"domain_scores_gemma":[0.9971381,0.0005010476,0.0009736901,0.0002213034,0.0008339512,0.0003319172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.002441259,0.00016456,0.1064135,0.00345418,0.0006734525,0.0003080172,0.0001212808,0.000447401,0.0005276926,0.001741849,0.8355687,0.04813806],"study_design_scores_gemma":[0.001699506,0.0002389843,0.4344639,0.00277859,0.0008398624,0.0008042674,0.0004286898,0.001093745,0.0006625752,0.00117527,0.5557358,0.00007870347],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01562853,0.002118763,0.0002155912,0.0004435522,0.0000556574,0.0001558723,0.9710269,0.0001227593,0.01023247],"genre_scores_gemma":[0.05240509,0.002306344,0.0009296428,0.0006618931,0.0001508976,0.0008049459,0.9365412,0.00006511049,0.006134786],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02614401,"threshold_uncertainty_score":0.0874604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09333697306299882,"score_gpt":0.2750311075619552,"score_spread":0.1816941344989564,"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."}}