{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001731632,0.0002057569,0.0005173422,0.003935368,0.009547105,0.00283416,0.001787352,0.0003991998,0.002504428],"category_scores_gemma":[0.006889155,0.0004768833,0.0006049261,0.009082033,0.001918643,0.0008915446,0.003402247,0.00100606,0.0001230498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06207634,"about_ca_system_score_gemma":0.0932081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9975386,"about_ca_topic_score_gemma":0.9989328,"domain_scores_codex":[0.9976744,0.0002250462,0.000130229,0.000300881,0.0007964977,0.0008729319],"domain_scores_gemma":[0.9954495,0.000497393,0.0008023249,0.0001574075,0.001934345,0.001159018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000088175,0.00003421944,0.950119,0.00008314727,0.00005971046,0.000162169,0.0172251,0.0002621629,0.0001331588,0.001738674,0.002462147,0.02763243],"study_design_scores_gemma":[0.000005095944,0.00001396349,0.9751025,0.0001034669,0.00002080925,0.00005943215,0.02044562,0.0003613278,0.00006219876,0.0002027763,0.003601916,0.00002071244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874069,0.002851112,0.0001702776,0.001445295,0.00002602124,0.00004717107,0.002421083,0.0000132122,0.005618927],"genre_scores_gemma":[0.9953648,0.002117566,0.0002162191,0.00009807959,0.000004669789,0.00001461909,0.0008885495,0.000006541991,0.001289017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06207634,"threshold_uncertainty_score":0.4503974,"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."}}