{"id":"W2971786452","doi":"10.1155/2019/7135437","title":"Up-to-Date Tailored Systemic Treatment in Pancreatic Ductal Adenocarcinoma","year":2019,"lang":"en","type":"review","venue":"Gastroenterology Research and Practice","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Servier; National Institute for Health and Care Research; Sanofi; MedImmune; Merck; Royal Marsden NHS Foundation Trust; Amgen; Pfizer; Institute of Cancer Research; Celgene; Bayer; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Medicine; Malignancy; Pancreatic ductal adenocarcinoma; Stroma; Limiting; Immunotherapy; Oncology; Pancreatic cancer; Tumor microenvironment; Intensive care medicine; Internal medicine; Cancer","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00420822,0.0005998821,0.003995721,0.001560321,0.0001631631,0.00007524766,0.0003751406,0.0006225187,0.0001568968],"category_scores_gemma":[0.003108456,0.0004428542,0.0002439352,0.0006879597,0.0004916892,0.0001801871,0.0004187958,0.001992501,0.001447184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007800777,"about_ca_system_score_gemma":0.001836241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000529698,"about_ca_topic_score_gemma":0.0001005685,"domain_scores_codex":[0.9900351,0.005153401,0.001022505,0.001229741,0.0007472031,0.001812037],"domain_scores_gemma":[0.9922447,0.005232364,0.0002723161,0.001042508,0.0003985417,0.0008096161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03994951,0.002954584,0.6967875,0.06541999,0.00809882,0.01775698,0.003435217,7.819388e-7,0.00003603647,0.0002824358,0.007301003,0.1579771],"study_design_scores_gemma":[0.008626368,0.03640964,0.01455542,0.01626357,0.005584233,0.06455532,0.002403154,0.00004246397,4.123153e-7,0.00003019131,0.8510406,0.0004886108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04311806,0.9470311,0.00001695831,0.001632509,0.000219526,0.005865901,0.00004799883,0.00003200718,0.002035976],"genre_scores_gemma":[0.004673519,0.9863375,0.0004457317,0.0002070905,0.0002881378,0.001454761,0.000197814,0.00008577741,0.006309687],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8437396,"threshold_uncertainty_score":0.9998024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2357335899925772,"score_gpt":0.4890493641424871,"score_spread":0.2533157741499099,"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."}}