{"id":"W2570603590","doi":"10.3386/w23003","title":"The Effect of Education on Overall Fertility","year":2016,"lang":"en","type":"preprint","venue":"National Bureau of Economic Research","topic":"Demographic Trends and Gender Preferences","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Fertility; Psychology; Demography; Sociology","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":[0.0008509561,0.0001248185,0.0002152216,0.0005337717,0.0002719074,0.0005524239,0.0001937735,0.0003455655,0.009517827],"category_scores_gemma":[0.004977983,0.00008577485,0.0004121535,0.0006849092,0.0006005378,0.0005328079,0.0006021515,0.000578024,0.0004142435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004958246,"about_ca_system_score_gemma":0.0003869769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01235871,"about_ca_topic_score_gemma":0.01435355,"domain_scores_codex":[0.9996719,0.0001231255,0.000009411429,0.00005620789,0.0000404275,0.00009887887],"domain_scores_gemma":[0.9973722,0.001491216,0.0006153206,0.0001755213,0.000111061,0.0002347537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002664093,0.00009798855,0.8957769,0.00007814974,0.0002089595,0.0002226926,0.0002784819,0.00859503,0.0008168645,0.03014247,0.002388824,0.06112723],"study_design_scores_gemma":[0.00002043943,0.0001924247,0.9800322,0.00003231507,0.00009896155,0.0001282584,0.0003238743,0.004039468,0.0004103493,0.01063201,0.004076743,0.00001304235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768237,0.0008417895,0.00141862,0.002585968,0.00003300487,0.000008771932,0.001609452,0.0000290827,0.01664972],"genre_scores_gemma":[0.9973956,0.0004684353,0.0001135274,0.0001360008,0.00003061955,0.000002439922,0.0001863659,0.000003712193,0.001663306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01235871,"threshold_uncertainty_score":0.03184026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2633589553846977,"score_gpt":0.539484479201733,"score_spread":0.2761255238170354,"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."}}