{"id":"W2482490953","doi":"10.1155/2016/1372685","title":"Analysis of a Standardized Technique for Laparoscopic Cuff Closure following 1924 Total Laparoscopic Hysterectomies","year":2016,"lang":"en","type":"article","venue":"Minimally Invasive Surgery","topic":"Pelvic floor disorders treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Closure (psychology); Laparoscopic surgery; Laparoscopy; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000549681,0.0003890494,0.001989737,0.0009515263,0.00008417878,0.00001970696,0.0001322941,0.0002239756,0.0001625387],"category_scores_gemma":[0.001701795,0.000280421,0.001514197,0.0009042082,0.0001630421,0.0001705007,0.0000668615,0.00008927564,0.00001386053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002509144,"about_ca_system_score_gemma":0.0007371199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005371053,"about_ca_topic_score_gemma":0.0001539913,"domain_scores_codex":[0.9973826,0.0001228833,0.000841069,0.000598662,0.0004925329,0.000562189],"domain_scores_gemma":[0.9963647,0.002189518,0.00035271,0.000627627,0.0002898165,0.0001757028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001406846,0.0004303183,0.7126551,0.0003910864,0.007519804,0.00009491634,0.0002453164,0.000001236917,0.2743418,0.00001708155,0.001720116,0.001176481],"study_design_scores_gemma":[0.01172102,0.001320285,0.1876782,0.002296228,0.009181149,0.00002056133,0.0003168226,0.000007517905,0.7859817,0.0001999948,0.0006344545,0.0006420756],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957728,0.0006401897,0.0006566372,0.0003204281,0.0003066724,0.00129107,0.0004862957,0.0001028656,0.0004230129],"genre_scores_gemma":[0.9960217,0.00009025506,0.00175944,0.000140692,0.00005729842,0.0006645749,0.0001442054,0.00006043249,0.001061413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5249768,"threshold_uncertainty_score":0.9999648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149406977484013,"score_gpt":0.2832156627417948,"score_spread":0.2617215929669547,"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."}}