{"id":"W4381393237","doi":"10.1016/j.hpb.2023.05.125","title":"Cost analysis of laparoscopic versus open hepatobiliary surgery: A Canadian single-center experience","year":2023,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Surgery; Blood loss; Open surgery; Laparoscopic surgery; Complication; Single Center; Laparoscopy; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008845874,0.0005999077,0.0006829694,0.00135255,0.001588575,0.001339596,0.001280374,0.000649985,0.003351113],"category_scores_gemma":[0.004837167,0.0002782161,0.001252298,0.003737822,0.0006712311,0.0004600635,0.0006083136,0.0008217976,0.000161646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0637136,"about_ca_system_score_gemma":0.02045248,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9462296,"about_ca_topic_score_gemma":0.9583554,"domain_scores_codex":[0.9991014,0.0001281651,0.00004860369,0.00007850423,0.000354817,0.0002885577],"domain_scores_gemma":[0.997631,0.0005472345,0.0003384056,0.00004831916,0.0008845344,0.0005505259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01023972,0.001312684,0.8529785,0.0005607554,0.0009932289,0.001601615,0.001685436,0.01442251,0.00155732,0.002228394,0.01296032,0.09945953],"study_design_scores_gemma":[0.0004415273,0.001423206,0.9810789,0.0001328392,0.0005085979,0.0009191593,0.002510271,0.008648516,0.0003498216,0.0002684435,0.003608574,0.0001101644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935387,0.001929855,0.0001698785,0.0004955205,0.00001916163,0.00005251452,0.001026956,0.000006400354,0.002761096],"genre_scores_gemma":[0.9970783,0.000959704,0.0003151797,0.0001171551,0.00001436678,0.00001760968,0.0007997907,0.00001234615,0.0006856102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0637136,"threshold_uncertainty_score":0.4622767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2072351104709649,"score_gpt":0.4192408066920151,"score_spread":0.2120056962210501,"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."}}