{"id":"W4224279666","doi":"10.3390/curroncol29040206","title":"Predicting Early Disease Recurrence of Pancreatic Cancer following Surgery: Determining the Role of NUDT15 as a Prognostic Biomarker","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cancer Research UK","keywords":"Medicine; Biomarker; Pancreatic cancer; Disease; Cancer; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008856863,0.0003149474,0.0005271615,0.0009462224,0.0001913995,0.0008552334,0.0002935743,0.0004313687,0.0007817656],"category_scores_gemma":[0.001962069,0.0001359467,0.0004590621,0.0006949691,0.0001896257,0.0003387785,0.0005213624,0.0004006035,0.000254559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002823026,"about_ca_system_score_gemma":0.0002433732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061532,"about_ca_topic_score_gemma":0.002349791,"domain_scores_codex":[0.9996816,0.00007136189,0.00003946988,0.00008537788,0.00006442959,0.00005774576],"domain_scores_gemma":[0.9991583,0.0003021394,0.0002452458,0.00004862185,0.0001000938,0.0001456593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008564608,0.00004365635,0.9688625,0.00006918713,0.0001090248,0.0001316162,0.00005800622,0.001052938,0.01020079,0.0000424785,0.0002243032,0.01834903],"study_design_scores_gemma":[0.00002363886,0.0003883052,0.9769215,0.00004487394,0.0001596608,0.001050716,0.0001719804,0.01131529,0.007766352,0.000245274,0.001887129,0.00002524615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996381,0.001680284,0.000942853,0.00008074581,0.000013885,0.00001377324,0.0004879169,0.0000213342,0.0003781696],"genre_scores_gemma":[0.9969214,0.0003739444,0.001531069,0.00002694077,0.00001346769,0.00001241109,0.0009003552,0.000003562986,0.0002168395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001061532,"threshold_uncertainty_score":0.004683971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1053122154803574,"score_gpt":0.4213123955230675,"score_spread":0.3160001800427101,"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."}}