{"id":"W3164015829","doi":"10.1016/j.fertnstert.2021.03.050","title":"Vasectomy reversal vs. sperm retrieval with in vitro fertilization: a contemporary, comparative analysis","year":2021,"lang":"en","type":"review","venue":"Fertility and Sterility","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Vasectomy; Vasectomy reversal; Fertility; Infertility; Medicine; Gynecology; In vitro fertilisation; Obstetrics; Vasovasostomy; Population; Pregnancy; Family planning; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002782036,0.0007448232,0.006195799,0.0003889883,0.0008053938,0.00002953342,0.0002378072,0.0005927918,0.0003826958],"category_scores_gemma":[0.000608906,0.0005631857,0.0004347875,0.002669926,0.000431663,0.000203054,0.0004531205,0.001703638,0.00002205292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007068624,"about_ca_system_score_gemma":0.002090807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080361,"about_ca_topic_score_gemma":0.002358689,"domain_scores_codex":[0.9887905,0.005941434,0.002152528,0.001882436,0.0004977529,0.0007353729],"domain_scores_gemma":[0.9955253,0.001341187,0.0008732621,0.001360648,0.0006142707,0.0002853278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1739456,0.002672153,0.1853726,0.4768076,0.01369722,0.0004440687,0.04300665,0.000002476722,0.000002995679,0.00005758038,0.001949542,0.1020416],"study_design_scores_gemma":[0.001053654,0.0001359258,0.4573426,0.00678763,0.001793252,0.000003082114,0.001563575,0.00003969458,0.000001943224,0.00001513172,0.5306528,0.0006106941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01022799,0.9822064,0.0001007314,0.0001846819,0.0002636128,0.003844856,0.0005928517,0.00008233716,0.002496546],"genre_scores_gemma":[0.09193314,0.9048703,0.0001919907,0.0002092856,0.0001719392,0.0005247225,0.001153418,0.00004088984,0.0009042983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5287032,"threshold_uncertainty_score":0.9996819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3002615747967531,"score_gpt":0.4937284606610504,"score_spread":0.1934668858642972,"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."}}