{"id":"W2985066035","doi":"10.1089/gyn.2019.0091","title":"Impact of a High-Volume Gynecologic Surgeon Preceptor on Benign Laparoscopic Hysterectomy","year":2019,"lang":"en","type":"article","venue":"Journal of Gynecologic Surgery","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Preceptor; Hysterectomy; Blood loss; Retrospective cohort study; Surgery; Laparoscopy; Obstetrics and gynaecology; General surgery; Pregnancy; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003805141,0.0001360454,0.0001615286,0.0004431597,0.0003179492,0.000433143,0.0003307094,0.000287329,0.001767697],"category_scores_gemma":[0.003724797,0.0001393003,0.0002309366,0.0003991884,0.0002332001,0.000219062,0.0003667673,0.0003739127,0.0001273743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007273196,"about_ca_system_score_gemma":0.001424788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009706075,"about_ca_topic_score_gemma":0.01766587,"domain_scores_codex":[0.9993141,0.0001328616,0.00004156744,0.00008331444,0.000224304,0.0002038958],"domain_scores_gemma":[0.9969143,0.0005378761,0.001497598,0.00005509453,0.0001669297,0.0008281604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001628392,0.00007031187,0.9971572,0.00001110364,0.00001984952,0.00006321931,0.0000265153,0.00002475151,0.0001497444,0.000006169653,0.00007984335,0.002228396],"study_design_scores_gemma":[0.000008402259,0.000221188,0.9992898,0.000008454385,0.00001288728,0.0001736143,0.0001039993,0.00004535964,0.00003290245,0.000003462902,0.00009823644,0.000001693588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992231,0.0002344988,0.00002162567,0.00007025558,0.00001033349,0.000009364811,0.00008950658,0.000001482702,0.0003397382],"genre_scores_gemma":[0.9996573,0.00008912017,0.0000531318,0.00002426888,0.00002023013,0.000004942131,0.00008267933,0.000001035565,0.00006725213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009706075,"threshold_uncertainty_score":0.01929915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0195452814742284,"score_gpt":0.2812097386690294,"score_spread":0.261664457194801,"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."}}