{"id":"W4295014101","doi":"10.17816/pmj39433-40","title":"Genetic causes of early miscarriage in patients after assisted reproductive technologies","year":2022,"lang":"en","type":"article","venue":"Perm Medical Journal","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"","keywords":"Miscarriage; Medicine; Pregnancy; Karyotype; Gestation; Fetus; Obstetrics; Pathological; Assisted reproductive technology; Gestational age; Gynecology; Products of conception; Infertility; Pathology; Genetics; Chromosome; Biology","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":[0.0003751364,0.00008620208,0.0002419679,0.0001715577,0.00006192784,0.000007220949,0.0001675658,0.00007713509,0.0005552376],"category_scores_gemma":[0.003966478,0.0000677174,0.00006842807,0.0002328785,0.0001466802,0.00003239268,0.0002050872,0.0008479283,0.000002984923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000902316,"about_ca_system_score_gemma":0.0001699666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005789737,"about_ca_topic_score_gemma":0.000006846129,"domain_scores_codex":[0.998192,0.00009770178,0.0003586602,0.0001780368,0.0009679552,0.0002056889],"domain_scores_gemma":[0.9993455,0.0001075625,0.000114548,0.0002009238,0.00008920997,0.0001422678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005509709,0.0004356904,0.9458359,0.00001859669,0.00003861238,0.001074787,0.000363038,0.000005025091,0.00005169055,0.00000487539,0.0006906826,0.05093005],"study_design_scores_gemma":[0.001627762,0.0008423966,0.9957402,0.0001523522,0.00004170457,0.000362441,0.0003829644,0.00002022732,0.0001821501,0.000138617,0.0004389472,0.00007025359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969364,0.001058092,0.0000272517,0.001373102,0.0002284173,0.0001141386,0.00001674072,0.00003175698,0.0002140609],"genre_scores_gemma":[0.9990805,0.00007080136,0.0005335218,0.0001354736,0.0001057219,0.0000208784,0.00000450983,0.00001024713,0.00003839526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0508598,"threshold_uncertainty_score":0.6079462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386944937546194,"score_gpt":0.2646105781283843,"score_spread":0.2507411287529224,"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."}}