{"id":"W2258935567","doi":"10.1089/vid.2014.0023","title":"Single Incision Vasectomy Reversal","year":2014,"lang":"en","type":"article","venue":"Videourology","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Vasectomy; Medicine; Vas deferens; Surgery; Vasectomy reversal; Scrotum; Anastomosis; Anatomy; Fibrous joint; Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001609652,0.0001492822,0.0003647667,0.0001383176,0.0006882417,0.000002055959,0.0001604698,0.0002320398,0.0008746245],"category_scores_gemma":[0.002978118,0.0001274735,0.00004677285,0.000186377,0.0001155055,0.0000598477,0.0002604938,0.0006090824,0.002133221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081685,"about_ca_system_score_gemma":0.00009886201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001998959,"about_ca_topic_score_gemma":0.0002021719,"domain_scores_codex":[0.9968348,0.00136502,0.0004687796,0.0004847077,0.0001686784,0.0006780766],"domain_scores_gemma":[0.9973226,0.001580702,0.0002238979,0.0005335395,0.000210571,0.0001286442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007860066,0.0003355904,0.6226416,0.0007910194,0.00009613991,0.00002993631,0.005279607,0.00002559752,0.009374954,0.02230326,0.2963102,0.04202617],"study_design_scores_gemma":[0.0007886916,0.0004368918,0.1011359,0.00002830321,0.00001602211,0.000007450184,0.0001553139,0.00009408634,0.00008156285,0.003732438,0.8933882,0.0001352009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8593808,0.0004889587,0.004420173,0.02760552,0.003679083,0.001035254,0.000007041236,0.0004005612,0.1029826],"genre_scores_gemma":[0.9849023,0.00003561904,0.001182774,0.009549166,0.001541734,0.0001143952,0.000005411674,0.00003175821,0.002636868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.597078,"threshold_uncertainty_score":0.9986438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08222175090087831,"score_gpt":0.4271715853635719,"score_spread":0.3449498344626936,"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."}}