{"id":"W2971399926","doi":"10.1016/j.hpb.2019.06.015","title":"Patients' treatment preferences for potentially resectable tumors of the head of the pancreas","year":2019,"lang":"en","type":"article","venue":"HPB","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Dalhousie University; Queen Elizabeth II Health Sciences Centre","funders":"Dalhousie University","keywords":"Medicine; Perioperative; Chemotherapy; Adverse effect; Pancreas; Internal medicine; Surgery; General surgery; Intensive care medicine; Oncology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001691088,0.00007041132,0.0003180082,0.00002346079,0.00004810297,0.000002314036,0.0001489599,0.00004932538,0.0001967583],"category_scores_gemma":[0.0001741647,0.00003034215,0.0001280115,0.0001033018,0.0001183406,0.00001737031,0.00005049765,0.00005893818,0.000008223485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004856584,"about_ca_system_score_gemma":0.0003489773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006535315,"about_ca_topic_score_gemma":0.0001140497,"domain_scores_codex":[0.9991772,0.00007780943,0.0002050971,0.0001158118,0.0002566604,0.0001674846],"domain_scores_gemma":[0.9991233,0.0001811067,0.0001139232,0.0003848246,0.0001616238,0.0000351666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003690867,0.000313707,0.9924968,0.000108633,0.00009515729,1.612792e-7,0.0002473425,0.000001642245,0.002214042,0.0001539317,0.0004179909,0.003581543],"study_design_scores_gemma":[0.002665245,0.001666446,0.987471,0.0001892794,0.0001541039,0.000001932003,0.0001411531,0.0002246923,0.005482528,0.0001664682,0.001801992,0.00003514494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910446,0.00009445104,0.0000229127,0.000178544,0.0001057634,0.001343811,0.00003087495,0.000004079688,0.007174978],"genre_scores_gemma":[0.9891332,0.00002539438,0.0004512126,0.00004165094,0.00002778,0.00005318306,0.000005985422,0.000006754025,0.01025486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005025748,"threshold_uncertainty_score":0.2154366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03968358419406772,"score_gpt":0.3289432413839544,"score_spread":0.2892596571898867,"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."}}