{"id":"W4416769683","doi":"10.1111/ppe.70087","title":"Assisted Reproduction and Offspring Neurodevelopment—Untangling Confounding by Indication","year":2025,"lang":"en","type":"article","venue":"Paediatric and Perinatal Epidemiology","topic":"Assisted Reproductive Technology and Twin Pregnancy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; McGill University Health Centre","funders":"","keywords":"Confounding; Offspring; Fertility; Infertility; Assisted reproductive technology; Observational study; Epidemiology; Pregnancy; Autism spectrum disorder","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001022982,0.0001483133,0.0004085026,0.0002466442,0.0002244212,0.000005143439,0.00004976698,0.0002439484,0.00001182324],"category_scores_gemma":[0.00389699,0.0001350205,0.00003357302,0.0003223586,0.0002819813,0.00007639794,0.0001196682,0.0003799179,0.000003246489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004803929,"about_ca_system_score_gemma":0.00005024665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001862655,"about_ca_topic_score_gemma":7.103152e-7,"domain_scores_codex":[0.9984968,0.000142377,0.0003885316,0.0006841152,0.00004693144,0.000241276],"domain_scores_gemma":[0.9990385,0.0004339881,0.0001586559,0.0002516121,0.0000528385,0.00006442781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009159899,0.00003214605,0.8044117,0.0002574256,0.00008685585,0.00001131028,0.00007452654,7.074751e-7,0.002780744,0.008285601,0.0005838026,0.1833836],"study_design_scores_gemma":[0.0007254354,0.0001022073,0.9840133,0.00006893212,0.0001149705,0.0003708652,0.0001073712,0.0001590947,0.0006449321,0.002224814,0.0113237,0.0001443291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596322,0.02703916,0.003210587,0.007757897,0.0004537702,0.0002820271,0.000003373555,0.000154667,0.001466285],"genre_scores_gemma":[0.9927691,0.002933626,0.00280128,0.0004559422,0.0001014404,0.0000354691,0.00002613571,0.000009274539,0.0008677883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1832392,"threshold_uncertainty_score":0.5505978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02250429837795339,"score_gpt":0.3146099494899351,"score_spread":0.2921056511119817,"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."}}