{"id":"W4392391268","doi":"10.1016/j.hpb.2024.02.013","title":"Is it resectable? A survey regarding tumor classification and vascular involvement","year":2024,"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":"Toronto General Hospital","funders":"","keywords":"Medicine","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":[0.0007817582,0.0001741532,0.0003616685,0.002339339,0.0002169584,0.000549202,0.0001874121,0.0002847567,0.002493845],"category_scores_gemma":[0.002310395,0.0001122511,0.0004230614,0.0027934,0.0002704402,0.001000706,0.0003297485,0.0003380452,0.0007947084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002033079,"about_ca_system_score_gemma":0.0003695882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300277,"about_ca_topic_score_gemma":0.001561965,"domain_scores_codex":[0.9995912,0.00006082412,0.00009680693,0.0000747065,0.00009060079,0.00008601938],"domain_scores_gemma":[0.9984018,0.0005127931,0.000606625,0.00004636751,0.0002346214,0.000197852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002904627,0.00006549172,0.8515794,0.0005031248,0.00008748404,0.0006706595,0.0002645407,0.00008341538,0.001509272,0.0001936071,0.003177514,0.141575],"study_design_scores_gemma":[0.00001292245,0.0002033908,0.9456801,0.001030111,0.0002059766,0.01346327,0.00202439,0.0001387436,0.0004788167,0.0003134645,0.03642827,0.00002056077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8703085,0.1103763,0.001107967,0.002311147,0.0001603518,0.00004747306,0.003622816,0.00003904178,0.01202639],"genre_scores_gemma":[0.8857952,0.1049983,0.001197956,0.001375914,0.0002456921,0.00004028363,0.004536311,0.00003193881,0.001778412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002493845,"threshold_uncertainty_score":0.008342803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500335625606251,"score_gpt":0.3953887614886262,"score_spread":0.2453551989280011,"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."}}