{"id":"W4399215381","doi":"10.6004/jnccn.2024.5019","title":"Updates in Clinical Management of Pancreatic Cancer","year":2024,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nautilus Biosciences (Canada)","funders":"","keywords":"Medicine; Pancreatic cancer; Radiation therapy; Oncology; Chemotherapy; Intensive care medicine; Internal medicine; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006149317,0.00009134742,0.0005010961,0.0001084396,0.00003455584,0.000009345689,0.0001773712,0.00006957538,0.0002784388],"category_scores_gemma":[0.00006490919,0.00005540186,0.0002272182,0.0004935013,0.0001509874,0.0000508591,0.0000736109,0.0004842603,0.000004467345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003124046,"about_ca_system_score_gemma":0.0006646332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002605188,"about_ca_topic_score_gemma":0.00001216271,"domain_scores_codex":[0.9981398,0.0001619741,0.0007511784,0.000117136,0.0006579453,0.00017198],"domain_scores_gemma":[0.998206,0.0006555563,0.0002425038,0.00008635144,0.00074035,0.00006924112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001414369,0.0002390612,0.8181508,0.0009212873,0.003586629,0.0001910998,0.0001722676,0.01128364,0.0001742106,0.005058308,0.1470275,0.01178085],"study_design_scores_gemma":[0.001534083,0.0001873459,0.9494886,0.00464144,0.0005940799,0.00008105586,0.00009521282,0.005088456,0.00003092152,0.004561927,0.03362518,0.00007174021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235181,0.06176672,0.00006628782,0.009033869,0.001872125,0.0004009897,0.0000155561,0.000006900134,0.003319474],"genre_scores_gemma":[0.9793716,0.01563178,0.001083974,0.001168773,0.001530222,0.00002205718,0.000001355438,0.00001301611,0.001177232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1313378,"threshold_uncertainty_score":0.3048709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039301851979271,"score_gpt":0.4601177103225228,"score_spread":0.3561875251245957,"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."}}