{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001614738,0.00009426146,0.0001429677,0.00009813447,0.0001667028,0.00000893228,0.00005871015,0.00002148209,0.002743328],"category_scores_gemma":[0.00006922884,0.00008899564,0.00008466799,0.0002398618,0.00003178404,0.00005119316,0.0001113753,0.0001621403,0.0002237447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146123,"about_ca_system_score_gemma":0.0001038707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003057538,"about_ca_topic_score_gemma":0.00003250739,"domain_scores_codex":[0.9991246,0.0001112252,0.000117245,0.0002254892,0.0002549854,0.0001664229],"domain_scores_gemma":[0.9994833,0.00008571047,0.00004367056,0.0002550143,0.00003562942,0.00009662786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002193738,0.0008160679,0.7995966,0.0001909819,0.0002960144,0.006745857,0.001861573,0.000002074512,0.04780452,0.00007516394,0.07151523,0.06890217],"study_design_scores_gemma":[0.00938921,0.01018394,0.2184724,0.0001594822,0.001363684,0.001736848,0.004062297,0.02173871,0.05462063,0.000035873,0.6771958,0.00104114],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994695,0.000942656,0.0000899623,0.0002412677,0.0001282535,0.0003649111,0.00004879698,0.0000619533,0.003427182],"genre_scores_gemma":[0.9932733,0.0001530007,0.002397701,0.0006804785,0.000133711,0.00009854354,0.0004034041,0.00002032291,0.002839568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6056806,"threshold_uncertainty_score":0.9981683,"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."}}