{"id":"W4395072173","doi":"10.54097/80fptw50","title":"Balancing Effective Visual Communication and Anti-Stereotype in Women’s Empowerment Visuals","year":2024,"lang":"en","type":"article","venue":"Journal of Education Humanities and Social Sciences","topic":"Media, Gender, and Advertising","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Empowerment; Stereotype (UML); Psychology; Social psychology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002013751,0.00005869627,0.0001343602,0.0001970256,0.0009224672,0.0004633269,0.0001021525,0.00003791282,0.00004721311],"category_scores_gemma":[0.00008827948,0.00005048007,0.00002378754,0.0001851882,0.000555923,0.0005900545,0.00002462092,0.0001159694,6.835417e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295063,"about_ca_system_score_gemma":0.000575255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004545627,"about_ca_topic_score_gemma":0.0003787954,"domain_scores_codex":[0.9989983,0.0002386512,0.0002228653,0.00009464684,0.0002786701,0.0001667985],"domain_scores_gemma":[0.999503,0.0002390318,0.0001199723,0.00002000131,0.00008018993,0.0000378553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008092677,0.00008174338,0.008600107,0.00006629827,0.00001545748,0.000001571549,0.8836088,0.000001299838,0.0001824356,0.04320114,0.0007773816,0.0634557],"study_design_scores_gemma":[0.0001532584,0.0001613475,0.06753053,0.0003471154,0.00001378974,0.000006226077,0.8916466,0.00003103444,0.00002027536,0.01427183,0.02568137,0.0001365992],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870595,0.004569008,0.00000878432,0.001587161,0.0008043336,0.00009519621,5.012653e-7,0.000006888067,0.005868675],"genre_scores_gemma":[0.9971719,0.001758191,0.00004026194,0.0003729517,0.0004297977,0.000005566098,3.205512e-7,0.000002910353,0.0002180564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0633191,"threshold_uncertainty_score":0.7094965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04264592726893068,"score_gpt":0.3972867331690915,"score_spread":0.3546408059001608,"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."}}