{"id":"W4390792855","doi":"10.1097/sla.0000000000006197","title":"Resection to Exploration Ratios and Associated Outcomes in Patients with Pancreatic Ductal Adenocarcinoma","year":2024,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Neoadjuvant therapy; Pancreatectomy; Occult; Adenocarcinoma; Resection; Surgery; Oncology; Internal medicine; Cancer; Breast cancer; Pathology","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":[0.0007402188,0.0001677273,0.0001839634,0.0004646965,0.0001667523,0.0004524819,0.0002619292,0.0002391969,0.001204903],"category_scores_gemma":[0.003463058,0.0001138921,0.000474943,0.0006034117,0.000195212,0.0004582766,0.0004535243,0.0005270525,0.0001711071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002368492,"about_ca_system_score_gemma":0.0002628962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007794154,"about_ca_topic_score_gemma":0.001182221,"domain_scores_codex":[0.9997229,0.00005574439,0.0000454232,0.0000659145,0.00005535724,0.00005476394],"domain_scores_gemma":[0.9975905,0.0004759446,0.001490717,0.00009602318,0.000100891,0.0002460081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009417626,0.000008531682,0.998791,0.000006785025,0.00002381564,0.00004830998,0.00001006468,0.00007925415,0.00004565251,0.000008283769,0.00003448603,0.0008495853],"study_design_scores_gemma":[0.000005889455,0.00009890734,0.9985656,0.000007136762,0.00003069303,0.0005738582,0.00009936919,0.0003229276,0.00005869379,0.00004593109,0.000187395,0.000003604215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988958,0.0003960147,0.00008817334,0.00004948043,0.0000060157,0.000002897098,0.0002793002,0.000003434992,0.0002788767],"genre_scores_gemma":[0.9994316,0.00008580247,0.00005294582,0.00001182638,0.000008888444,0.000003662206,0.0003360953,0.000001439869,0.00006780728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001204903,"threshold_uncertainty_score":0.004030824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.186866449156766,"score_gpt":0.3796770503447093,"score_spread":0.1928106011879434,"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."}}