{"id":"W4320738297","doi":"10.48550/arxiv.2302.00230","title":"Revisiting the Effects of Maternal Education on Adolescents' Academic Performance: Doubly Robust Estimation in a Network-Based Observational Study","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Observational study; Estimation; Econometrics; Computer science; Statistics; Mathematics; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03801684,0.0006633599,0.00143858,0.001386573,0.0006659479,0.001772416,0.003172657,0.001888037,0.002331936],"category_scores_gemma":[0.1460318,0.0006784839,0.001746016,0.001412324,0.002021447,0.001826565,0.002457564,0.002463429,0.0002585018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009105079,"about_ca_system_score_gemma":0.001422551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01441862,"about_ca_topic_score_gemma":0.006777101,"domain_scores_codex":[0.9796801,0.01616394,0.0007055613,0.002081416,0.001030184,0.0003388725],"domain_scores_gemma":[0.8385121,0.136899,0.01036143,0.01183435,0.001803216,0.0005898569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000796044,0.0006197947,0.3376126,0.0009710901,0.004466837,0.001093064,0.002616403,0.1388616,0.001810999,0.3582204,0.003500615,0.1494306],"study_design_scores_gemma":[0.0002326045,0.0005407329,0.05971536,0.000360921,0.001536061,0.000328419,0.000536127,0.6360297,0.001579563,0.2917519,0.007292025,0.00009664638],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.157207,0.001439308,0.8353726,0.002410108,0.0001291022,0.0002491584,0.001084254,0.0002081383,0.001900233],"genre_scores_gemma":[0.857018,0.001048776,0.1380478,0.0005397641,0.0002109838,0.0005427852,0.000827293,0.00005843049,0.00170617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03801684,"threshold_uncertainty_score":0.2010547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3188153627781487,"score_gpt":0.3306301684062197,"score_spread":0.01181480562807102,"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."}}