{"id":"W3209790847","doi":"10.1093/bjs/znab309.064","title":"EP.TH.603Hypofractionated radiotherapy for resectable pancreatic ductal adenocarcinoma: a world first in response to COVID19","year":2021,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Whipple Procedure; Pancreatic fistula; Surgery; Gastric emptying; Radiation therapy; Resection margin; Adenocarcinoma; Pancreas; Resection; Cancer; Internal 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":[0.0002598865,0.0002833069,0.0001379248,0.0002896998,0.0003000657,0.0008751996,0.0002432648,0.000631946,0.1328392],"category_scores_gemma":[0.0002636623,0.0001052935,0.0002100865,0.0002769362,0.0003003308,0.000243642,0.0005195794,0.0007568142,0.04921341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004910172,"about_ca_system_score_gemma":0.0003044841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008355129,"about_ca_topic_score_gemma":0.002321241,"domain_scores_codex":[0.9999113,0.00002084038,0.000007048869,0.00001669358,0.00002264259,0.00002141679],"domain_scores_gemma":[0.9998025,0.0000553428,0.00001907094,0.00001466501,0.00003892683,0.00006943283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.001637925,0.0003865543,0.00875257,0.0007181838,0.00004687572,0.007174797,0.00016965,0.0005321939,0.01531482,0.002108733,0.3609726,0.6021851],"study_design_scores_gemma":[0.0001593965,0.0007991454,0.01901071,0.0003412888,0.00001531043,0.006282107,0.0001320953,0.0004218005,0.003633947,0.0005868515,0.9686058,0.00001149431],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09985103,0.02736099,0.002269611,0.02263863,0.01164983,0.0003792506,0.003884552,0.001044198,0.8309219],"genre_scores_gemma":[0.1613521,0.02366385,0.002782786,0.007191029,0.004954192,0.0001786342,0.002698089,0.000753447,0.7964259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1328392,"threshold_uncertainty_score":0.4443914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05552102827632026,"score_gpt":0.3369874146019481,"score_spread":0.2814663863256279,"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."}}