{"id":"W4399765471","doi":"10.32920/26052850","title":"Exploring Children's Preferences for Media Characters in Relation to Gender Roles and Stereotypes","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Media, Gender, and Advertising","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Toronto Metropolitan University","funders":"","keywords":"Relation (database); Psychology; Social psychology; Sociology; Developmental psychology; Computer 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":[0.0006621687,0.0001735046,0.0002332376,0.0002659209,0.0001306978,0.0002091628,0.000176873,0.0001701859,0.00003192669],"category_scores_gemma":[0.0002517513,0.0001574768,0.00005548678,0.000128623,0.00005728518,0.0001966327,0.0002672936,0.0002923415,0.00001331219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009170858,"about_ca_system_score_gemma":0.0001902049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009978784,"about_ca_topic_score_gemma":0.004460028,"domain_scores_codex":[0.9985361,0.00008964785,0.0002659449,0.0005050559,0.0003018506,0.0003013893],"domain_scores_gemma":[0.9994127,0.0002068254,0.00006266931,0.0001261301,0.00003892853,0.0001528206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005703814,0.00004721598,0.07431903,0.0005002684,0.0001411213,0.000003797114,0.7187245,0.0001832198,0.0001251763,0.02827008,0.0003746705,0.1772538],"study_design_scores_gemma":[0.0003511384,0.00003398173,0.8349746,0.001013139,0.0000991414,6.812905e-7,0.05217282,0.0001743856,0.0002798956,0.1088243,0.001235676,0.0008402938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901714,0.0006614772,0.0002662677,0.001072327,0.001478734,0.0007890026,0.00001952029,0.0001011503,0.005440074],"genre_scores_gemma":[0.9962366,0.001177322,0.001158337,0.0001075232,0.0007491317,0.0001794742,0.00003831769,0.00001852015,0.0003348251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7606556,"threshold_uncertainty_score":0.6421716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1906307446379857,"score_gpt":0.3352739512973,"score_spread":0.1446432066593144,"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."}}