{"id":"W4381682242","doi":"10.1093/humrep/dead093.438","title":"P-073 Comparison of human preimplantation embryo development after sperm selection for ICSI using the microfluidic ZyMōt device versus density gradient centrifugation","year":2023,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; CReATe Fertility Centre","funders":"","keywords":"Blastocyst; Andrology; Sperm; Biology; Semen; Cryopreservation; Intracytoplasmic sperm injection; Assisted reproductive technology; Sperm motility; Embryo; Gynecology; Embryogenesis; In vitro fertilisation; Pregnancy; Medicine; Genetics; Infertility","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":[],"consensus_categories":[],"category_scores_codex":[0.000980475,0.0001611812,0.0002769372,0.0001620966,0.0006040114,0.00001363469,0.0000598483,0.0001198623,0.00001649227],"category_scores_gemma":[0.0001883343,0.0001334832,0.00008795498,0.0003722586,0.0001332754,0.00009472662,0.00003270509,0.0001719391,0.00001011545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002708381,"about_ca_system_score_gemma":0.00007182416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006980079,"about_ca_topic_score_gemma":0.0000869473,"domain_scores_codex":[0.9982247,0.0001250379,0.0005157805,0.0006884326,0.0002063533,0.0002397123],"domain_scores_gemma":[0.9987409,0.00003803721,0.0002791981,0.0004442667,0.0004577922,0.00003985871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004718244,0.0002406769,0.1026814,0.0002522107,0.0001311042,7.765112e-7,0.003431341,0.00004660168,0.8850961,0.00009072216,0.0005239433,0.002786888],"study_design_scores_gemma":[0.0006992436,0.0002370247,0.5428776,0.00003179659,0.000140785,0.000016231,0.0003924566,0.0001201801,0.4544415,0.0001055449,0.0008492766,0.00008834786],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964324,0.0002995811,0.0007861317,0.0001575388,0.0008903585,0.001288816,0.000003161856,0.0001110766,0.00003093244],"genre_scores_gemma":[0.9983712,0.00001445149,0.0003436147,0.0000133662,0.0006042445,0.00007974843,0.000328921,0.0000183879,0.0002260253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4401962,"threshold_uncertainty_score":0.5443286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227819610885278,"score_gpt":0.3825233076172787,"score_spread":0.2597413465287509,"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."}}