{"id":"W2548290049","doi":"10.1093/humrep/dew276","title":"Use of testicular sperm for ICSI in oligozoospermic couples: how far should we go?","year":2016,"lang":"en","type":"review","venue":"Human Reproduction","topic":"Sperm and Testicular Function","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sperm; Sperm Retrieval; Intracytoplasmic sperm injection; Andrology; Testicular sperm extraction; Male infertility; Infertility; Semen; Gynecology; Pregnancy; Medicine; Biology; Obstetrics; Genetics","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":[0.0005357665,0.0004765552,0.001723435,0.00053081,0.00007525177,0.00003510633,0.0001104621,0.0004554622,0.0001097255],"category_scores_gemma":[0.001809165,0.0003469429,0.0005893346,0.0003892934,0.0001475603,0.0001426708,0.00004088553,0.0003446389,0.00005102035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00035297,"about_ca_system_score_gemma":0.0001917403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003029836,"about_ca_topic_score_gemma":0.00001115467,"domain_scores_codex":[0.9972933,0.00008070896,0.0007810087,0.001156487,0.0003539801,0.0003345261],"domain_scores_gemma":[0.9974871,0.0001678858,0.0005511008,0.00137967,0.0003190065,0.00009521991],"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":[0.00005224103,0.0003763367,0.000274637,0.02846977,0.0002635767,0.00004101136,0.00006404351,0.000002745194,0.001795597,0.0008899513,0.003752051,0.964018],"study_design_scores_gemma":[0.0006270783,0.0003603798,0.0002725316,0.01811074,0.001515411,0.0004012336,0.00001170364,0.00001244457,0.0002072024,0.0001110448,0.9780188,0.0003514315],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000832158,0.9943461,0.0002769293,0.0003119458,0.0009405744,0.00304761,0.00004173226,0.0001210266,0.00008185727],"genre_scores_gemma":[0.0002990253,0.9910194,0.0005858316,0.00002096763,0.001883027,0.0002683775,0.0004177626,0.000133184,0.005372403],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9742668,"threshold_uncertainty_score":0.9998983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2345282825302379,"score_gpt":0.3741591644043049,"score_spread":0.1396308818740669,"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."}}