{"id":"W1848405421","doi":"10.1002/bjs.8988","title":"Patient optimization for gastrointestinal cancer surgery","year":2012,"lang":"en","type":"review","venue":"British journal of surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Perioperative; Intensive care medicine; Quality of life (healthcare); Cancer; Modalities; Gastrointestinal cancer; Disease; Surgery; Internal medicine; Colorectal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009487735,0.0005872661,0.001003892,0.001156021,0.0002037739,0.000697212,0.000635069,0.0009318286,0.003824978],"category_scores_gemma":[0.002485782,0.0001298195,0.0007107794,0.001446622,0.0003528478,0.0007092208,0.0005517456,0.0009349372,0.0006878954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005707839,"about_ca_system_score_gemma":0.001275218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001008295,"about_ca_topic_score_gemma":0.001980753,"domain_scores_codex":[0.9993861,0.0002787237,0.0001064796,0.00004810798,0.0001541412,0.0000263605],"domain_scores_gemma":[0.9993315,0.0003908389,0.0001632024,0.00001251924,0.00007820693,0.00002378837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001371696,0.00006043604,0.0003496214,0.06909929,0.0002310634,0.0001723026,0.0001013307,0.0002955137,0.0002938181,0.001545279,0.01969818,0.908016],"study_design_scores_gemma":[0.0001768206,0.0003843404,0.007369703,0.0958397,0.0010609,0.004625001,0.0004696508,0.0001989936,0.0005550353,0.003378841,0.8858954,0.00004565489],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000180609,0.998676,0.00006115108,0.0004202095,0.0001150309,0.000006256062,0.000007898786,0.000002690858,0.0005300613],"genre_scores_gemma":[0.00268859,0.9963667,0.0002495707,0.0003297231,0.0001118084,0.00001393651,0.0000205705,0.000001112383,0.0002180426],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003824978,"threshold_uncertainty_score":0.01279581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08781775211811475,"score_gpt":0.320638969598769,"score_spread":0.2328212174806543,"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."}}