{"id":"W2341434523","doi":"10.1016/j.hpb.2016.02.033","title":"Optimizing ALPPS outcomes, surgical experience or appropriate patients selection?","year":2016,"lang":"en","type":"article","venue":"HPB","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Hepatectomy; Blood loss; Surgery; Cohort; Retrospective cohort study; Blood transfusion; Single Center; Stage (stratigraphy); American society of anesthesiologists; Internal medicine; Resection","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":[0.02279954,0.0004068239,0.001413867,0.00113646,0.0008270651,0.003689793,0.0009698822,0.001429843,0.005160436],"category_scores_gemma":[0.04363588,0.0002709729,0.001862936,0.003040273,0.0009344874,0.003715667,0.001606081,0.001067331,0.0005359575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118237,"about_ca_system_score_gemma":0.005127267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002956801,"about_ca_topic_score_gemma":0.008975621,"domain_scores_codex":[0.9856604,0.009216209,0.002380219,0.0006770918,0.0009090392,0.001157022],"domain_scores_gemma":[0.979888,0.01075982,0.005615309,0.001013755,0.001180545,0.001542784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003596574,0.0005713718,0.8531944,0.002035342,0.001650859,0.0003138353,0.001070326,0.000352437,0.0002489534,0.003131498,0.006564387,0.1272701],"study_design_scores_gemma":[0.002027489,0.005661291,0.8988335,0.01062464,0.006245793,0.001389882,0.01358818,0.001144191,0.001153143,0.01228295,0.04690408,0.0001449029],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8300991,0.09174388,0.003777777,0.05117231,0.002184244,0.0004232392,0.002037691,0.00003480702,0.0185268],"genre_scores_gemma":[0.975814,0.009557771,0.002819807,0.008446866,0.001559545,0.0002603354,0.0007594093,0.00002699114,0.0007551454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02279954,"threshold_uncertainty_score":0.1205769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286956089572785,"score_gpt":0.2966653566036532,"score_spread":0.2679697476463747,"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."}}