{"id":"W4404408843","doi":"10.1016/j.hpb.2024.11.003","title":"Transfusion of irradiated autologous blood for hepatobiliary and pancreatic cancer resections: a feasibility study","year":2024,"lang":"en","type":"letter","venue":"HPB","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Juravinski Hospital","funders":"Hamilton Health Sciences","keywords":"Medicine; Pancreatic cancer; Blood irradiation therapy; Cancer; Blood transfusion; Autologous blood; Surgery; General surgery; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004009999,0.0002565217,0.0003849695,0.0001192655,0.0000801582,0.00002197532,0.0001936495,0.0005447961,0.000045776],"category_scores_gemma":[0.00006935948,0.0002276817,0.0001599812,0.0001508095,0.0001329564,0.000001867236,0.00006836675,0.000489217,0.00000180612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003339333,"about_ca_system_score_gemma":0.0003153741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005286171,"about_ca_topic_score_gemma":0.002039627,"domain_scores_codex":[0.9981676,0.000263442,0.000312067,0.0007389126,0.0002090189,0.0003090038],"domain_scores_gemma":[0.9990909,0.00006238659,0.00006906885,0.0005880988,0.0001402649,0.00004929576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006140772,0.001091532,0.01435549,0.003247861,0.002830003,0.000148677,0.0005367544,0.00002297485,0.5387096,4.319737e-7,0.4235066,0.009409307],"study_design_scores_gemma":[0.02750219,0.1538164,0.04363872,0.001728466,0.008688624,0.0003529287,0.0009957813,0.003656735,0.2737249,0.0007493202,0.479939,0.005206901],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978743,0.01117882,0.00001700911,0.006958296,0.0001919963,0.002305047,0.0005579742,0.00002558186,0.00002232833],"genre_scores_gemma":[0.8903078,0.01832969,0.0006536783,0.06223862,0.005636249,0.007069226,0.002376164,0.000623462,0.01276513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2649848,"threshold_uncertainty_score":0.9284588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03617486598709463,"score_gpt":0.3396244532391696,"score_spread":0.303449587252075,"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."}}