{"id":"W2059287036","doi":"10.4293/108680812x13462882736817","title":"Vaginal Cuff Dehiscence in Robotic-Assisted Total Hysterectomy","year":2012,"lang":"en","type":"article","venue":"JSLS Journal of the Society of Laparoscopic & Robotic Surgeons","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cuff; Dehiscence; Medicine; Hysterectomy; Surgery; Gynecology","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":[],"consensus_categories":[],"category_scores_codex":[0.000679018,0.0002086417,0.0008890261,0.00008734175,0.00008062288,0.00001370309,0.0002363031,0.000124231,0.0001978527],"category_scores_gemma":[0.0002307879,0.0001310614,0.0009729386,0.0006752791,0.0001738376,0.0001807917,0.00008449402,0.0004731824,0.000007677341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002965811,"about_ca_system_score_gemma":0.0002516576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001987831,"about_ca_topic_score_gemma":0.00001551892,"domain_scores_codex":[0.9977593,0.0001617256,0.0008031291,0.0001391794,0.0006531152,0.0004835521],"domain_scores_gemma":[0.9983224,0.0003840961,0.0005542054,0.0003018129,0.0001713536,0.000266088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002861652,0.001454366,0.9866998,0.0002702564,0.0007131122,0.00001460869,0.001197672,0.0008194618,0.004523756,0.00006733416,0.002014575,0.001938931],"study_design_scores_gemma":[0.00646793,0.0003873923,0.9840288,0.001128964,0.0007278458,0.0004683603,0.0005200523,0.00009077597,0.00565755,0.000110614,0.0002415742,0.000170191],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922504,0.002549982,0.0003247427,0.002190138,0.001919893,0.000274867,0.000003224111,0.000009740759,0.0004770218],"genre_scores_gemma":[0.9957541,0.0001495392,0.00269534,0.0003246786,0.000232438,0.000004787815,0.000001438549,0.00001826093,0.0008194208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006181764,"threshold_uncertainty_score":0.5344529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03446589254637693,"score_gpt":0.3016596411385225,"score_spread":0.2671937485921456,"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."}}