{"id":"W2918297436","doi":"10.1016/j.fertnstert.2019.01.003","title":"Microdissection testicular sperm extraction: preoperative patient optimization, surgical technique, and tissue processing","year":2019,"lang":"en","type":"review","venue":"Fertility and Sterility","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Testicular sperm extraction; Microdissection; Intracytoplasmic sperm injection; Varicocele; Sperm Retrieval; Sperm; Medicine; Male infertility; Infertility; Azoospermia; Obstructive azoospermia; Assisted reproductive technology; Andrology; Urology; Biology; Pregnancy","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":[0.0002883782,0.0003840755,0.001119051,0.0000893994,0.0001846941,0.00008922073,0.00003531655,0.0004268,0.0001882563],"category_scores_gemma":[0.0001928811,0.0002925639,0.0001190898,0.000215968,0.0001529405,0.0001848588,0.00006587184,0.0004026924,0.000007347722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001343282,"about_ca_system_score_gemma":0.0001868118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002995346,"about_ca_topic_score_gemma":0.000003615537,"domain_scores_codex":[0.9980553,0.0002108205,0.0005801375,0.0007519859,0.0002037062,0.000198027],"domain_scores_gemma":[0.99898,0.00009625862,0.000192308,0.0003517934,0.0002233812,0.000156297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001195533,0.0003213032,0.0005703911,0.0307735,0.00007317176,0.00005860782,0.0001479859,0.000005191862,0.00002215961,0.000001188763,0.00001734874,0.9668136],"study_design_scores_gemma":[0.001341592,0.001951873,0.06851365,0.01959653,0.004230561,0.006064831,0.0001414454,0.001987661,0.0002859811,0.00003450518,0.8946055,0.001245861],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005171151,0.9863054,0.004747581,0.00002480434,0.0001949213,0.002903954,0.00003636714,0.0001129382,0.0005028426],"genre_scores_gemma":[0.02115714,0.9739086,0.003376224,0.00003311389,0.0001696847,0.0003487749,0.0005733725,0.0000572982,0.0003757993],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9655678,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0400192216323863,"score_gpt":0.3381553622005015,"score_spread":0.2981361405681152,"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."}}