{"id":"W3036585037","doi":"10.1007/s10151-020-02234-5","title":"Transperineal minimally invasive APE: preliminary outcomes in a multicenter cohort","year":2020,"lang":"en","type":"article","venue":"Techniques in Coloproctology","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences North","funders":"","keywords":"Medicine; Surgery; Perioperative; Dehiscence; Wound dehiscence; Retrospective cohort study; Perforation; Clinical endpoint; Randomized controlled trial","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":[0.0001170476,0.00024722,0.0007969285,0.0001812735,0.0000160972,0.000004961865,0.0001719314,0.0002683887,0.0002595115],"category_scores_gemma":[0.0003051531,0.0002186841,0.0001048746,0.0003692332,0.0001570114,0.00006389151,0.0001065032,0.0004143616,0.00002425052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003011727,"about_ca_system_score_gemma":0.0001495491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001219947,"about_ca_topic_score_gemma":0.0004127687,"domain_scores_codex":[0.998328,0.00008421422,0.0005039535,0.0005242808,0.0001751333,0.0003844277],"domain_scores_gemma":[0.999266,0.0002688591,0.00006918735,0.0002001257,0.00005174043,0.0001441026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004774218,0.0005806589,0.9848338,0.0001465489,0.0000579802,0.002605122,0.0007280932,6.918928e-7,0.002939136,0.00003787114,0.00007648629,0.00321943],"study_design_scores_gemma":[0.003507631,0.004811464,0.9649189,0.000113527,0.00006031815,0.00009977093,0.0000637102,0.0001417168,0.02405855,0.00009629615,0.001902202,0.0002259091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98585,0.0001239023,0.00003647816,0.005270494,0.00005065339,0.002298749,0.000009273356,0.0002993508,0.006061039],"genre_scores_gemma":[0.9887767,0.0001164643,0.006625841,0.003147124,0.0000288122,0.001176986,0.0000188133,0.00003020184,0.00007906577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02111941,"threshold_uncertainty_score":0.891768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587586747411217,"score_gpt":0.3217018285167955,"score_spread":0.2958259610426833,"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."}}