{"id":"W4405614943","doi":"10.1016/j.pan.2024.05.291","title":"Hormonal influence on pancreatic ductal adenocarcinoma: deciphering gender disparities in risk assessment","year":2024,"lang":"en","type":"article","venue":"Pancreatology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Pancreatic ductal adenocarcinoma; Hormone; Internal medicine; Oncology; Pancreatic cancer; 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":[0.0005892619,0.000292888,0.0008950122,0.0003896161,0.0001125077,0.00004577333,0.0001581908,0.0002701898,0.0003500309],"category_scores_gemma":[0.0004261697,0.0002412259,0.0001275121,0.0003869464,0.0003455381,0.0001272151,0.0001008442,0.0009991443,0.0002590107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003918999,"about_ca_system_score_gemma":0.0005870341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009333352,"about_ca_topic_score_gemma":0.00008001916,"domain_scores_codex":[0.997426,0.0002945923,0.00049691,0.0006312312,0.0003982353,0.0007530319],"domain_scores_gemma":[0.9981031,0.001124606,0.00005639017,0.0004101113,0.00007190352,0.0002339234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002952752,0.0001681749,0.9843403,0.0002575979,0.0003202652,0.002739093,0.0002733494,0.00002561288,0.0004258222,0.01007474,0.0003795765,0.0007001963],"study_design_scores_gemma":[0.00119569,0.0005987265,0.9880522,0.000243291,0.0003838052,0.001244405,0.000171505,0.004572794,0.000059428,0.002910978,0.0003610252,0.0002061146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754418,0.006363112,0.0003685634,0.0008192712,0.0001806427,0.0004937861,0.0000209582,0.0001381004,0.01617383],"genre_scores_gemma":[0.9950396,0.001575773,0.001991845,0.0002963188,0.0001650754,0.0002705141,0.00002787253,0.00004218472,0.0005908501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01959783,"threshold_uncertainty_score":0.9836907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03000059239241916,"score_gpt":0.3571138445577597,"score_spread":0.3271132521653405,"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."}}