{"id":"W4410196730","doi":"10.1016/j.hpb.2025.03.267","title":"Factors associated with pain outcomes in pancreatic cancer: identifying risks at diagnosis","year":2025,"lang":"en","type":"article","venue":"HPB","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Pancreatic cancer; General surgery; Intensive care medicine; Cancer; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045871,0.0002711435,0.0003303161,0.0006532176,0.0004818095,0.0009994422,0.0003357299,0.0005794991,0.002118604],"category_scores_gemma":[0.003720415,0.0001928723,0.0006806166,0.00113169,0.0002556481,0.0006922026,0.0007911164,0.001304875,0.0001927554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000347108,"about_ca_system_score_gemma":0.0007704624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005748417,"about_ca_topic_score_gemma":0.00762943,"domain_scores_codex":[0.999561,0.0001052565,0.00005634774,0.00005501794,0.0000936308,0.0001286317],"domain_scores_gemma":[0.9978831,0.0005173301,0.001011873,0.00006609374,0.0001289459,0.0003926708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007967143,0.00003645937,0.9983789,0.000007752564,0.00002644391,0.00004728328,0.00002280227,0.0000246469,0.00005771563,0.00001459299,0.00004889465,0.001254788],"study_design_scores_gemma":[0.000003245043,0.00005787523,0.9991117,0.0000152091,0.00003295499,0.0002135377,0.0001928323,0.0001459088,0.00004069639,0.00005748423,0.0001252529,0.000003249819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960254,0.001496117,0.000165223,0.0003230195,0.00002396692,0.00001046292,0.0004106855,0.000004540817,0.001540584],"genre_scores_gemma":[0.9989176,0.0003932693,0.0001537299,0.00004168454,0.00003497846,0.00000503031,0.000243028,0.000002264861,0.0002083551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005748417,"threshold_uncertainty_score":0.01142991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07203491455528338,"score_gpt":0.3410160668820454,"score_spread":0.2689811523267621,"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."}}