{"id":"W4412650222","doi":"10.1093/humrep/deaf146","title":"Double trouble: the impact of repeated biopsy and vitrification on euploid blastocyst transfer outcomes","year":2025,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CReATe Fertility Centre; Ottawa Fertility Centre","funders":"European Society of Human Reproduction and Embryology","keywords":"Vitrification; Blastocyst Transfer; Blastocyst; Andrology; Medicine; Gynecology; Biology; Embryo; Genetics; Embryogenesis","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":[0.0002826746,0.00009921543,0.0001795156,0.0001159955,0.0001155101,0.00001414085,0.00004425494,0.00004739228,0.00001562519],"category_scores_gemma":[0.0001762123,0.00006043489,0.00007763625,0.000234366,0.0000833942,0.00003873893,0.00000995875,0.0001339378,0.000003306188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004546609,"about_ca_system_score_gemma":0.00002989881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000730832,"about_ca_topic_score_gemma":0.000007573935,"domain_scores_codex":[0.9992301,0.00002887244,0.0002173427,0.0003051003,0.0001202014,0.00009834707],"domain_scores_gemma":[0.9992316,0.00004701963,0.00004444842,0.0005504622,0.00009548033,0.00003099687],"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":[0.006187574,0.001423651,0.3685123,0.0003312042,0.0008269816,0.00001091292,0.001559783,0.0008968426,0.5683376,0.01454918,0.005903769,0.03146027],"study_design_scores_gemma":[0.001986485,0.0003951189,0.910201,0.0001008538,0.0001332448,0.00002701339,0.00007467932,0.00005239933,0.08650183,0.0002832504,0.000173957,0.00007016442],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951366,0.0001465914,0.0002524085,0.001567938,0.00009277259,0.0004190704,0.000004836094,0.00007411763,0.002305679],"genre_scores_gemma":[0.9977219,0.00002194261,0.0000394717,0.00002881594,0.00007484087,0.00001921223,0.00004170715,0.000008263905,0.002043857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5416887,"threshold_uncertainty_score":0.2464463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03350997268959938,"score_gpt":0.3364222371833592,"score_spread":0.3029122644937598,"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."}}