{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001895045,0.0004910673,0.004462479,0.000855914,0.00009584669,0.0000951786,0.0001085254,0.0002799651,0.0005079037],"category_scores_gemma":[0.001758454,0.000492361,0.003619105,0.0004680226,0.00007847559,0.0004461682,0.00004447794,0.0008201868,0.000008535573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004243839,"about_ca_system_score_gemma":0.002489688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002167888,"about_ca_topic_score_gemma":0.000002769302,"domain_scores_codex":[0.9952275,0.000260578,0.002832129,0.000328974,0.0006233103,0.0007274912],"domain_scores_gemma":[0.9911007,0.003959362,0.003251294,0.0002447384,0.0009391878,0.0005047571],"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":[0.0001042882,0.0002376298,0.0009698373,0.01790307,0.000330163,0.001320127,0.000004671816,0.00003967424,3.482725e-7,1.8121e-7,0.03636524,0.9427248],"study_design_scores_gemma":[0.0001412342,0.00004684147,0.0001573962,0.2002375,0.002066129,0.08132353,0.000006597083,0.00000878696,0.000003591919,0.000001654102,0.7155974,0.0004093907],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002676284,0.9911021,0.003700161,0.00003342395,0.00404789,0.0005923842,0.0001878156,0.00003260381,0.00003597552],"genre_scores_gemma":[0.00003893228,0.9909713,0.005298868,0.0001213458,0.002879236,0.0001390441,0.0002072214,0.0001834382,0.0001605676],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9423154,"threshold_uncertainty_score":0.9997528,"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."}}