{"id":"W4288801519","doi":"10.1093/humrep/deac167","title":"The impact of embryo vitrification on placental histopathology features and perinatal outcome in singleton live births","year":2022,"lang":"en","type":"article","venue":"Human Reproduction","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Histopathology; Embryo transfer; Obstetrics; Live birth; Medicine; Pregnancy; Retrospective cohort study; Gynecology; Singleton; Andrology; Biology; Surgery; Pathology","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":[0.0005471074,0.0001112959,0.0001980178,0.0002113786,0.00040092,0.000004515285,0.00007271837,0.00006930764,0.00003572748],"category_scores_gemma":[0.0002811232,0.00008265203,0.00007025088,0.0001950643,0.0002884325,0.00003603194,0.00007019124,0.0005308387,0.000002214273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003143021,"about_ca_system_score_gemma":0.00003050793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009438697,"about_ca_topic_score_gemma":0.000008118601,"domain_scores_codex":[0.9988095,0.0001325675,0.0002480919,0.0005278716,0.0001390844,0.0001428535],"domain_scores_gemma":[0.9991148,0.0000291982,0.0001780244,0.0006128422,0.00004536213,0.00001979557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002651721,0.00105681,0.6553544,0.0001007429,0.00008454455,0.0001122645,0.002904045,0.0002181018,0.2966994,0.00628849,0.0007268102,0.03380264],"study_design_scores_gemma":[0.0006555525,0.001324494,0.9897496,0.00001862918,0.00002101018,0.001040669,0.0007807714,0.000006345547,0.005531583,0.000571483,0.0002222479,0.00007758097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956431,0.00200808,0.000002011907,0.001005823,0.0002728323,0.0004205307,0.00000427468,0.0000626347,0.0005806715],"genre_scores_gemma":[0.9979219,0.00003286901,0.00002847822,0.0000106921,0.00009136042,0.00005787472,0.0000184843,0.00001363806,0.001824734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3343952,"threshold_uncertainty_score":0.3370452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330256724160183,"score_gpt":0.3169972402231488,"score_spread":0.293694672981547,"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."}}