{"id":"W4388040632","doi":"10.3390/curroncol30110694","title":"A Simple Overview of Pancreatic Cancer Treatment for Clinical Oncologists","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pancreatic cancer; Simple (philosophy); Cancer; Bioinformatics; Internal medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001546967,0.000595213,0.009541135,0.0003660914,0.00008422691,0.000006604253,0.0003289747,0.001104527,0.0003981427],"category_scores_gemma":[0.001597843,0.000397282,0.001965119,0.0005197292,0.0005601203,0.00002236111,0.0001739133,0.0006601927,0.0002052359],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002083324,"about_ca_system_score_gemma":0.009274426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001221212,"about_ca_topic_score_gemma":0.000182368,"domain_scores_codex":[0.9947662,0.0009217552,0.002390296,0.0008382662,0.0003053061,0.0007781995],"domain_scores_gemma":[0.9903659,0.006949034,0.00118496,0.000746312,0.0003505775,0.000403275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002306527,0.001950553,0.006979906,0.05666912,0.002292486,0.0000557533,0.00004228402,5.05413e-8,6.399345e-8,0.0001811175,0.01876364,0.9128343],"study_design_scores_gemma":[0.003712603,0.007021192,0.0008041258,0.01384241,0.01662287,0.00005372664,0.00002313744,0.00005130648,1.487276e-7,0.000173891,0.9574323,0.0002623276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002594241,0.9901815,0.00003917131,0.0001431636,0.001588118,0.006350209,0.0006308539,0.00008936463,0.0007182001],"genre_scores_gemma":[0.000003757316,0.9888164,0.0003297815,0.00004113216,0.001365684,0.00661048,0.0007892369,0.0001030509,0.001940431],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9386686,"threshold_uncertainty_score":0.9998479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8010566739530863,"score_gpt":0.688757645654952,"score_spread":0.1122990282981343,"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."}}