{"id":"W6990111511","doi":"","title":"Complexity and Diversity in Union Formation, Pathways to Parenthood, and Union Dissolution in Canada","year":2023,"lang":"en","type":"dissertation","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cohabitation; Popularity; Diversity (politics); National Survey of Family Growth; Life course approach; Disadvantage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001662058,0.00009801964,0.0002014161,0.0004195257,0.002105193,0.00005196445,0.0001493468,0.0001938987,0.000004819244],"category_scores_gemma":[0.0002542248,0.0001282295,0.00001713746,0.0006398246,0.000176561,0.000227705,0.000198153,0.0007305315,0.00000141343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007966366,"about_ca_system_score_gemma":0.0006125854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9159534,"about_ca_topic_score_gemma":0.9848151,"domain_scores_codex":[0.9976798,0.001022857,0.0001442382,0.0002808002,0.0005823416,0.0002899766],"domain_scores_gemma":[0.9990117,0.0003706719,0.0001054505,0.00008349003,0.0002364695,0.0001922372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001941837,0.0000536733,0.8478393,0.0003757712,0.00002575732,0.00007218958,0.1433538,0.0002905852,0.0002542031,0.003700376,0.0004932151,0.003346975],"study_design_scores_gemma":[0.0002631127,0.00006799021,0.812257,0.0002397959,0.00000621091,4.536394e-7,0.1837306,0.001113039,0.000001585404,0.0006397716,0.001562858,0.0001175193],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996636,0.0001789265,0.00001579393,0.000228474,0.0002959346,0.0002875169,0.000009985612,0.00001618613,0.002331122],"genre_scores_gemma":[0.9958075,0.001117519,0.00003378461,0.000001210247,0.00003411817,7.084997e-7,0.0001389733,0.000006818609,0.00285936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06886169,"threshold_uncertainty_score":0.9991939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06243284528413554,"score_gpt":0.2910967905078627,"score_spread":0.2286639452237272,"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."}}