{"id":"W4220951338","doi":"10.1016/j.soc.2021.11.005","title":"Surgical Principles of Rectal Cancer","year":2022,"lang":"en","type":"review","venue":"Surgical Oncology Clinics of North America","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; Montreal General Hospital; McGill University","funders":"","keywords":"Medicine; Colorectal cancer; General surgery; Surgery; Abdominoperineal resection; Cancer; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000638573,0.0007944098,0.008890198,0.0003924227,0.00008986329,0.000004352617,0.000609819,0.000708839,0.007327724],"category_scores_gemma":[0.0004179768,0.0006090556,0.00317346,0.001714729,0.001213967,0.00004456169,0.0007434686,0.001866817,0.00005210175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020664,"about_ca_system_score_gemma":0.004543089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001809775,"about_ca_topic_score_gemma":0.00006682553,"domain_scores_codex":[0.9927582,0.001069796,0.00333348,0.001112386,0.001006311,0.0007199022],"domain_scores_gemma":[0.9884481,0.006933754,0.002910339,0.0009038426,0.0002342025,0.0005696968],"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":[0.001694212,0.002128598,0.003619554,0.004713138,0.001568596,0.00378449,0.00002872407,0.00001002331,7.451911e-9,0.00003181061,0.0001291115,0.9822918],"study_design_scores_gemma":[0.002479359,0.005665498,0.0002921699,0.001628744,0.003236806,0.0006963518,0.00001097715,0.0000095853,2.200739e-7,0.000004592254,0.9855407,0.00043499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002427073,0.9563287,4.95754e-7,0.0001044387,0.001010638,0.001603068,0.0008473676,0.00007813842,0.03760001],"genre_scores_gemma":[0.0002104567,0.9960023,0.0002880185,0.00005383222,0.0003891744,0.0007441863,0.0007866746,0.0001149522,0.001410455],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9854116,"threshold_uncertainty_score":0.9996361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145796946108756,"score_gpt":0.4584140812736111,"score_spread":0.3126171351648551,"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."}}