{"id":"W2613213661","doi":"10.3138/jcfs.33.3.401","title":"The Changing Role of the Husband/Father in the Dual-Earner Family in South Africa","year":2002,"lang":"en","type":"article","venue":"Journal of Comparative Family Studies","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Family life; Gender studies; Developing country; Spillover effect; Developed country; Sociology of the family; Sociology; Demographic economics; Political science; Psychology; Economic growth; Population; Demography; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002768275,0.0001755374,0.0005039427,0.0001514406,0.0006172659,0.00005685972,0.0007217097,0.00005650383,0.000005587065],"category_scores_gemma":[0.0002680286,0.00007972046,0.0001718227,0.0009770249,0.0008747307,0.0001699164,0.0001191211,0.0005138643,0.000007847187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241975,"about_ca_system_score_gemma":0.00005870204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003231303,"about_ca_topic_score_gemma":0.0007640757,"domain_scores_codex":[0.9968126,0.001181541,0.0005831083,0.0001340139,0.0008440397,0.0004447372],"domain_scores_gemma":[0.9973944,0.001467993,0.0005943957,0.0002128332,0.0002990826,0.00003126033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003560508,0.0001139336,0.04107615,0.000004415788,0.0001222005,0.000004963629,0.9507675,0.0002140739,0.0001658584,0.002312602,0.004849007,0.0003337582],"study_design_scores_gemma":[0.000364249,0.00006366934,0.2454424,0.0001459693,0.00001814509,9.16721e-7,0.7327497,0.00002082362,0.00001586353,0.002663369,0.01842834,0.00008654652],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8620236,0.09365363,0.00000236503,0.001670472,0.0003320056,0.0002636799,0.000002245184,0.000005731679,0.0420463],"genre_scores_gemma":[0.9932049,0.005718024,0.000023408,0.0001556273,0.0002274032,0.00001714968,2.856695e-8,0.000007752265,0.0006457302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2180177,"threshold_uncertainty_score":0.4747573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211223532501507,"score_gpt":0.3423063721948525,"score_spread":0.2211840189447019,"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."}}