{"id":"W2298354052","doi":"10.1111/codi.13333","title":"The implementation of a transanal endoscopic microsurgery programme: initial experience with surgical performance","year":2016,"lang":"en","type":"article","venue":"Colorectal Disease","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Medicine; Microsurgery; Surgery; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0009400594,0.0001791678,0.0000905285,0.0003725422,0.0004404664,0.0007029785,0.0003397744,0.0002259526,0.002020519],"category_scores_gemma":[0.007468699,0.0001211335,0.0001709702,0.0003878365,0.0005364834,0.0005575364,0.0006894647,0.0004175744,0.0002935424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295258,"about_ca_system_score_gemma":0.001610328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01701412,"about_ca_topic_score_gemma":0.03647723,"domain_scores_codex":[0.9991597,0.000200338,0.00006322641,0.00006716553,0.0001808076,0.00032874],"domain_scores_gemma":[0.9945484,0.001007748,0.001488969,0.0001699223,0.000825654,0.001959306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009932923,0.00011751,0.9832278,0.00001596856,0.00001145475,0.0003687313,0.00120818,0.0001242551,0.0002699284,0.00002412892,0.0002843832,0.01424835],"study_design_scores_gemma":[0.000003310007,0.0003954076,0.9963338,0.00001631576,0.000004734688,0.0005466656,0.00188245,0.0001814008,0.0001583868,0.00001358755,0.0004554827,0.000008450158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992431,0.00009528743,0.00002805172,0.00007093239,0.000003229834,0.000006712078,0.00002211331,0.0000017345,0.0005289295],"genre_scores_gemma":[0.9996287,0.00008946966,0.00004083395,0.00001270381,0.000003937949,0.00000249325,0.00003253394,9.850564e-7,0.0001883057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01701412,"threshold_uncertainty_score":0.03383017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132135353137349,"score_gpt":0.3224529599863496,"score_spread":0.3011316064549761,"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."}}