{"id":"W4417029871","doi":"10.1215/00703370-12344620","title":"A Commentary on “Gender Bias in Parental Attitude: An Experimental Approach” by Begum, Grossman, and Islam (2018)","year":2025,"lang":"en","type":"article","venue":"Demography","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Islam; Transparency (behavior); Randomization; Population; Random assignment; Research design","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002302201,0.0002728004,0.0002980454,0.0003545573,0.0001025153,0.00005001994,0.0002168668,0.0001249022,0.00002192175],"category_scores_gemma":[0.00001982916,0.0002609467,0.00007796435,0.0003884084,0.0001987282,0.0002348121,0.0001252854,0.0002620005,0.000001373067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006466814,"about_ca_system_score_gemma":0.000008476512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004194513,"about_ca_topic_score_gemma":0.00003623216,"domain_scores_codex":[0.9986183,0.0001153737,0.0003191601,0.0004371932,0.0001980149,0.0003119571],"domain_scores_gemma":[0.9992879,0.0001450671,0.00007781832,0.0003927201,0.0000155106,0.00008097286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003068302,0.008517356,0.3502814,0.0003673828,0.0003184746,0.00003535438,0.005419015,0.000004343741,0.01768148,0.2411832,0.3701644,0.005720747],"study_design_scores_gemma":[0.00793803,0.002784285,0.04682501,0.000704007,0.0002264922,0.00004140324,0.01967515,0.001293915,0.1682167,0.7285696,0.02038837,0.003337047],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852895,0.0006540953,0.006432788,0.0003361416,0.0001007663,0.0007862719,0.00006911788,0.0003911677,0.005940204],"genre_scores_gemma":[0.9784613,0.00004865822,0.01920186,0.001926747,0.00002302548,0.0001917128,0.00008992788,0.00002801199,0.00002872781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4873864,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1410463498715367,"score_gpt":0.4010706476677395,"score_spread":0.2600242977962028,"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."}}