{"id":"W4411414140","doi":"10.3224/hibifo.v14i2.02","title":"Consumer Education Trend Analysis: Implications for Home Economics","year":2025,"lang":"en","type":"article","venue":"HiBiFo – Haushalt in Bildung & Forschung","topic":"Education, Sociology, Communication Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Family and consumer science; Consumer economics; Consumer education; Economics education; Economics; Consumer behaviour; Marketing; Economic analysis; Sociology; Positive economics; Advertising; Public economics; Psychology; Higher education; Business; Economic growth; Classical economics; Mathematics education","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":[0.01458726,0.0004446111,0.000854162,0.005692861,0.001090032,0.003623849,0.001058384,0.001099608,0.009920847],"category_scores_gemma":[0.06917637,0.000200469,0.0009286193,0.01591431,0.002077633,0.005631923,0.001061189,0.002204993,0.0006552981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002853837,"about_ca_system_score_gemma":0.002366571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02438999,"about_ca_topic_score_gemma":0.01929553,"domain_scores_codex":[0.9931715,0.004173179,0.0003781414,0.0006878502,0.00121175,0.0003775707],"domain_scores_gemma":[0.9237621,0.06055686,0.003603263,0.002527813,0.009002322,0.0005476793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005624906,0.0003735546,0.2372801,0.001191971,0.0005086077,0.00194617,0.01346824,0.00593152,0.0004487955,0.408074,0.06982362,0.2603911],"study_design_scores_gemma":[0.0001049721,0.0003801079,0.2583664,0.001799412,0.0003256423,0.000442909,0.06362005,0.05043058,0.001102503,0.4836505,0.1395838,0.000193177],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5112846,0.01647354,0.1557622,0.1965325,0.005851847,0.001059178,0.00868549,0.0008443299,0.1035063],"genre_scores_gemma":[0.9393132,0.004770787,0.03352397,0.005806349,0.001948038,0.0004511165,0.00187271,0.0001960701,0.01211764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02438999,"threshold_uncertainty_score":0.0771457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07692889594745671,"score_gpt":0.4523841183501606,"score_spread":0.3754552224027039,"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."}}