{"id":"W4416974550","doi":"10.1016/j.fertnstert.2025.07.999","title":"CAN WE USE NON-INVASIVE PRENATAL TESTING (NIPT) FOR ANEUPLOIDY ASSESSMENT IN PREGNANCY LOSS? WHAT WORKS FOR PRENATAL MAY NOT WORK FOR MISCARRIAGE","year":2025,"lang":"en","type":"article","venue":"Fertility and Sterility","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Amorfix (Canada)","funders":"","keywords":"Miscarriage; Aneuploidy; Pregnancy; Prenatal diagnosis; Abortion; Prenatal screening","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":[0.01565337,0.0007322891,0.001784273,0.002284101,0.001285823,0.003204691,0.00178276,0.003539482,0.004738475],"category_scores_gemma":[0.08724382,0.0004680246,0.002042315,0.00159373,0.00190214,0.00565603,0.0008605386,0.002477047,0.001357946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008974091,"about_ca_system_score_gemma":0.003404861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008481449,"about_ca_topic_score_gemma":0.01193211,"domain_scores_codex":[0.990685,0.004696351,0.00128947,0.0009162228,0.001912273,0.0005005737],"domain_scores_gemma":[0.9477528,0.0369009,0.005959392,0.002109927,0.005725847,0.001551154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009581328,0.0007620419,0.4281507,0.005488478,0.001449325,0.001243082,0.002353262,0.0002948288,0.0008116796,0.001796263,0.01556006,0.5411322],"study_design_scores_gemma":[0.0008103215,0.004494832,0.6364541,0.06834357,0.01497802,0.01327397,0.02291293,0.002883972,0.006180713,0.03975587,0.1893343,0.0005773972],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2140334,0.4165897,0.0100709,0.3048127,0.01347913,0.0005274789,0.001454788,0.0002391957,0.03879265],"genre_scores_gemma":[0.7114062,0.168287,0.03135743,0.07361945,0.01008551,0.0004692026,0.0007083214,0.0001398721,0.00392706],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01565337,"threshold_uncertainty_score":0.08278394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05772100775200223,"score_gpt":0.3182270909556639,"score_spread":0.2605060832036617,"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."}}