{"id":"W4323653376","doi":"10.1093/humrep/dead045","title":"Does embryo quality at transfer affect obstetric outcomes and placental findings?","year":2023,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Obstetrics; Embryo transfer; Blastocyst Transfer; Gynecology; Pregnancy; Live birth; Retrospective cohort study; Advanced maternal age; Single Embryo Transfer; Embryo quality; Ovarian reserve; Placenta previa; Reproductive medicine; Blastocyst; Fetus; Placenta; In vitro fertilisation; Embryo; Biology; Infertility; Surgery","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":[0.000626747,0.0001925883,0.0003585233,0.0003396345,0.0003977506,0.00001183442,0.00005969992,0.0001853471,0.0001284065],"category_scores_gemma":[0.0007120745,0.000124042,0.0001132585,0.0005370121,0.0002648479,0.0000963741,0.00007667513,0.0003018788,0.0001082319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001177755,"about_ca_system_score_gemma":0.00001328143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001493378,"about_ca_topic_score_gemma":0.00001567583,"domain_scores_codex":[0.9981111,0.00008398706,0.0002928389,0.001011287,0.0002307161,0.000270095],"domain_scores_gemma":[0.9989662,0.00006304494,0.00004523243,0.0007958866,0.00006557433,0.00006412742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001632657,0.0001759501,0.8997148,0.0003093102,0.0001758391,0.00004531144,0.0006780939,0.000001185042,0.08932938,0.001165226,0.001115094,0.007126519],"study_design_scores_gemma":[0.001032295,0.0001454027,0.9397722,0.00005921558,0.00009801835,0.00007848041,0.0003572257,0.000001354106,0.05689991,0.0005986803,0.0007903596,0.0001668407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940431,0.0004920834,0.00001168851,0.002052908,0.001241615,0.0005881413,0.000005393469,0.000899307,0.0006658331],"genre_scores_gemma":[0.9726484,0.00009913948,0.00003373325,0.00003083318,0.0002572442,0.00004580378,0.00005695811,0.00002747273,0.02680037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04005739,"threshold_uncertainty_score":0.5058287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04176337494348235,"score_gpt":0.3332099830365975,"score_spread":0.2914466080931151,"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."}}