{"id":"W7117461642","doi":"10.1093/bjs/znaf270.035","title":"397 Structural Characteristics Associated with Improved Outcomes in Gastrointestinal Cancer Surgery: A Systematic Review","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Centralisation; Demographics; Gastrointestinal cancer; Cancer surgery; Cancer; MEDLINE; Health care","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002238053,0.0002780259,0.003213409,0.0005121941,0.00005500263,0.00007626584,0.0001189444,0.00007890413,0.00007458709],"category_scores_gemma":[0.009909483,0.0002366673,0.0005909281,0.0007468082,0.00007808823,0.0002943373,0.00003173573,0.0006702247,0.000001365084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003867926,"about_ca_system_score_gemma":0.001200442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000108772,"about_ca_topic_score_gemma":0.0001211102,"domain_scores_codex":[0.9963006,0.0003264512,0.002181105,0.0002316318,0.000486629,0.0004736177],"domain_scores_gemma":[0.9945354,0.002737189,0.0015879,0.0002179025,0.0007458148,0.0001757249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002039255,0.0001440201,0.9217502,0.06698116,0.000458389,0.005687121,0.000008419102,7.728561e-7,0.0001471596,5.765949e-7,0.002626954,0.001991341],"study_design_scores_gemma":[0.0002991491,0.00002160867,0.5229003,0.4705943,0.000374638,0.005601124,0.00001313412,0.00001650377,0.00003585783,0.0000045615,0.00000431223,0.0001345107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752923,0.02253979,0.00008896316,0.0007282412,0.0006927875,0.0005458519,0.00005069916,0.00003194433,0.00002946105],"genre_scores_gemma":[0.9885061,0.008681701,0.0001707755,0.001801881,0.00009733196,0.00005637097,0.00002872601,0.00004451404,0.0006126071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4036132,"threshold_uncertainty_score":0.9984305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01659136934082892,"score_gpt":0.2702842068231402,"score_spread":0.2536928374823113,"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."}}