{"id":"W7117448590","doi":"10.1093/bjs/znaf270.167","title":"212 Research Priorities for Cancers of the Oesophagus and Stomach: Recommendations from a United Kingdom & Ireland Patient and Healthcare Professional Partnership Exercise","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"General partnership; Health care; Weighting; Work (physics); Palliative care; Value (mathematics); Health professionals","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":[0.000929212,0.00008180797,0.0003547619,0.0003005248,0.0002995572,0.00004153189,0.00005963596,0.0000639513,0.00002413743],"category_scores_gemma":[0.0006086731,0.00006437179,0.0001001791,0.0003515845,0.0002226631,0.0000829393,0.00006434516,0.0004078603,1.170284e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002013746,"about_ca_system_score_gemma":0.001290266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004194115,"about_ca_topic_score_gemma":0.0009143483,"domain_scores_codex":[0.9984549,0.00027187,0.0004345353,0.0001428774,0.0004450555,0.0002507243],"domain_scores_gemma":[0.997374,0.001444601,0.0001793132,0.0001120481,0.0007008222,0.0001892306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00269414,0.0002368573,0.6851166,0.0009024086,0.0003164967,0.0002159024,0.0008669024,0.000001932876,0.00003385307,0.0001239486,0.04270245,0.2667885],"study_design_scores_gemma":[0.003536561,0.0003643036,0.9663979,0.01586922,0.0001605297,0.0003452149,0.001706849,0.00001877473,0.0007784419,0.002432309,0.00827943,0.0001103932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9208521,0.07136607,0.000004048159,0.006812959,0.0002536947,0.0004990714,0.0001931805,0.000004014323,0.0000148273],"genre_scores_gemma":[0.9932008,0.005947891,0.0001986579,0.0001811262,0.00007781727,0.00005746225,0.00003433925,0.00001017664,0.0002916686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2812814,"threshold_uncertainty_score":0.6340275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1604618812014502,"score_gpt":0.4226650158314471,"score_spread":0.2622031346299968,"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."}}