{"id":"W2028512054","doi":"10.1016/j.ejso.2005.02.013","title":"Education is the key to quality of surgery for rectal cancer","year":2005,"lang":"en","type":"review","venue":"European Journal of Surgical Oncology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Audit; Quality assurance; Colorectal cancer; Quality (philosophy); Quality management; Mesorectum; Medical physics; Cancer; General surgery; Intensive care medicine; Surgery; Total mesorectal excision; Operations management; Internal medicine; Pathology; Business","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":[0.003753827,0.0003532612,0.003457626,0.0002912254,0.00005568485,0.00001236345,0.0003243546,0.0001589753,0.0006531152],"category_scores_gemma":[0.0004786442,0.0001963883,0.002096396,0.0004702664,0.0001422299,0.00004809486,0.00009384389,0.000637582,0.00004857954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009285968,"about_ca_system_score_gemma":0.003406712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001711314,"about_ca_topic_score_gemma":0.000006701573,"domain_scores_codex":[0.9944813,0.002044089,0.002395286,0.0003094939,0.0004479771,0.0003218976],"domain_scores_gemma":[0.9925996,0.003858036,0.002170245,0.0003215031,0.000653806,0.0003968052],"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":[0.00125889,0.0005792086,0.00007115222,0.001567947,0.0005630015,0.0002137384,0.0001314728,5.979769e-7,5.534709e-7,0.00002727813,0.01791411,0.977672],"study_design_scores_gemma":[0.0009361907,0.001285745,0.0005594349,0.005132371,0.001242491,0.00122843,0.00002101212,1.810141e-7,0.000002166592,0.000005157377,0.9894205,0.0001663419],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001070547,0.9750685,0.00001201402,0.004717614,0.001705818,0.001000543,0.00007625531,0.000009574892,0.01633913],"genre_scores_gemma":[0.0005235444,0.9938119,0.0004752308,0.000597904,0.002801654,0.00006208865,0.00001750275,0.00007115637,0.00163902],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9775057,"threshold_uncertainty_score":0.8008484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2480759654537948,"score_gpt":0.4914599301259056,"score_spread":0.2433839646721107,"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."}}