{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001667062,0.000215528,0.0004700908,0.0007240698,0.0002465775,0.0005381161,0.0006092306,0.0003562156,0.002126141],"category_scores_gemma":[0.01127634,0.0001855581,0.0006470744,0.0007069134,0.0004277244,0.000440253,0.0004179359,0.0004887706,0.0001290828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000509919,"about_ca_system_score_gemma":0.0003915406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002362647,"about_ca_topic_score_gemma":0.001834308,"domain_scores_codex":[0.9991417,0.0002624066,0.000118844,0.0001992024,0.000162567,0.0001152504],"domain_scores_gemma":[0.9919196,0.003678491,0.003224538,0.0004426748,0.0002296235,0.0005049782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000275964,0.00001619359,0.9968359,0.00002353321,0.00007501354,0.0002212429,0.00004915208,0.00003613042,0.0001473644,0.00001917033,0.00002198089,0.002278219],"study_design_scores_gemma":[0.000004523943,0.0001705953,0.998682,0.00001950854,0.00006363967,0.0007089123,0.00008762081,0.00009827899,0.00009756422,0.00003047655,0.00003353367,0.000003360162],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985214,0.001057789,0.00005906808,0.00004778933,0.000005150081,0.000004418115,0.000131342,0.000001654857,0.0001713644],"genre_scores_gemma":[0.9994909,0.0002825296,0.00005917439,0.000008045818,0.000007467838,0.000003817692,0.00009614354,0.000001505445,0.00005042505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002362647,"threshold_uncertainty_score":0.008816421,"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."}}