{"id":"W1913198613","doi":"10.25336/p6tk56","title":"A parametric model for estimating nuptiality patterns in modern populations","year":2015,"lang":"en","type":"article","venue":"Canadian Studies in Population","topic":"Demographic Trends and Gender Preferences","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parametric statistics; Parametric model; Econometrics; Variety (cybernetics); Population; Fertility; Distribution (mathematics); Computer science; Statistics; Mathematics; Demography; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.006863947,0.0006202872,0.001054915,0.001820483,0.0008820456,0.001533313,0.003360709,0.001467363,0.002849444],"category_scores_gemma":[0.02576157,0.0006042617,0.001828969,0.002376944,0.001445248,0.00197921,0.001508276,0.002073469,0.0006087329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551953,"about_ca_system_score_gemma":0.001845192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06149691,"about_ca_topic_score_gemma":0.0491267,"domain_scores_codex":[0.9976711,0.001218591,0.0001008215,0.0005019188,0.0002607704,0.0002467294],"domain_scores_gemma":[0.9920338,0.005538011,0.0006355961,0.0009927599,0.0006472639,0.0001525995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003528094,0.0002001319,0.06334392,0.0001842812,0.0004364466,0.0004126983,0.001763482,0.6318619,0.001770059,0.1137779,0.004562006,0.1813344],"study_design_scores_gemma":[0.00002518531,0.0001110223,0.01703489,0.0000435841,0.00007981527,0.0002174001,0.0002455362,0.9368088,0.0002323817,0.04287789,0.002247067,0.0000764111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1506161,0.0005964498,0.8441986,0.0007026697,0.00004785313,0.0001555149,0.00134717,0.0003980699,0.001937363],"genre_scores_gemma":[0.8227327,0.0007066253,0.1669299,0.0001668566,0.00007446973,0.0005601817,0.002177651,0.0000976233,0.006554146],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9385031,"threshold_uncertainty_score":0.1222779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4740196511113287,"score_gpt":0.4632742630104145,"score_spread":0.01074538810091419,"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."}}