{"id":"W4311068101","doi":"10.1186/s13048-022-01061-6","title":"Personalization of IVF-ICSI workflow based on patient characteristics improves IVF laboratory outcomes and embryo ploidy by PGT-A","year":2022,"lang":"en","type":"article","venue":"Journal of Ovarian Research","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre; CReATe Fertility Centre","funders":"","keywords":"Intracytoplasmic sperm injection; Reproductive medicine; Medicine; Gynecology; Andrology; Embryo transfer; Denudation; Infertility; Oocyte; Aneuploidy; Embryo; Biology; Obstetrics; In vitro fertilisation; Pregnancy; Genetics; Chromosome","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002670018,0.0002434626,0.0003580936,0.000536281,0.0003283315,0.0008414697,0.0003091997,0.0002654291,0.001797761],"category_scores_gemma":[0.009740491,0.0001192339,0.0004826693,0.0006428926,0.0002838511,0.0004581609,0.0003714786,0.0004530259,0.0003477666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005147706,"about_ca_system_score_gemma":0.001257937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001039154,"about_ca_topic_score_gemma":0.001436157,"domain_scores_codex":[0.9984522,0.0006060265,0.0001991694,0.0003515191,0.0002873396,0.0001037442],"domain_scores_gemma":[0.993203,0.003050914,0.002489049,0.0005308534,0.0003445971,0.0003815225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008295453,0.0001504761,0.9534866,0.00006486913,0.00009961585,0.00006953313,0.0001451247,0.001038103,0.002058578,0.00007917581,0.0003990418,0.04157926],"study_design_scores_gemma":[0.00003254872,0.000779607,0.9917513,0.00003965319,0.0001115664,0.0005626722,0.0002241965,0.003138838,0.002030739,0.000205213,0.001106866,0.00001687488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944884,0.0009055574,0.003117986,0.0002339792,0.00002175938,0.00006164232,0.0003081399,0.00006233672,0.0008001415],"genre_scores_gemma":[0.99752,0.0001716477,0.001819184,0.00004040759,0.00002037091,0.00002979986,0.0002559133,0.00001464882,0.0001280335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002670018,"threshold_uncertainty_score":0.01412058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767405474426056,"score_gpt":0.3204236970475512,"score_spread":0.2927496423032907,"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."}}