{"id":"W2005805986","doi":"10.1007/s00464-001-4139-4","title":"“Needlescopic” sigmoid resection","year":2002,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Sigmoid colon; Abdominal surgery; Hepatology; Resection; Sigmoid function; Surgery; Colorectal surgery; Endoscopic mucosal resection; Endoscopy; Laparoscopy; General surgery; Radiology; Rectum; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008492159,0.0001850472,0.0003475774,0.00009795121,0.00008312066,0.00002084033,0.00006829966,0.0001250062,0.01062257],"category_scores_gemma":[0.00007550527,0.0001467077,0.0001822599,0.0004077504,0.00008820684,0.00008122632,0.00004253409,0.0002595761,0.001293533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001891187,"about_ca_system_score_gemma":0.0000191415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004647036,"about_ca_topic_score_gemma":0.000006038475,"domain_scores_codex":[0.998542,0.00005678277,0.000249971,0.0003683415,0.0004089009,0.0003740019],"domain_scores_gemma":[0.9991494,0.0001475037,0.00004347557,0.0002986617,0.0000580473,0.000302852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04130992,0.01408124,0.5381475,0.001253165,0.002357239,0.03436443,0.00223897,0.0001016185,0.0134114,0.0134412,0.08051409,0.2587792],"study_design_scores_gemma":[0.05613141,0.005652681,0.02414226,0.0003742689,0.0002527262,0.001556208,0.0000744045,0.001517334,0.03820192,0.0005795022,0.8707904,0.0007268463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7523481,0.001311314,0.000008273413,0.0007841588,0.0003765413,0.0003228108,0.000004749904,0.0002002352,0.2446438],"genre_scores_gemma":[0.9848551,0.0003817274,0.0002851093,0.0001818575,0.0003590779,0.00006756702,0.00001304574,0.0000273877,0.01382915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7902763,"threshold_uncertainty_score":0.9994841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0347469982463051,"score_gpt":0.299434921756436,"score_spread":0.2646879235101309,"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."}}