{"id":"W4391773969","doi":"10.32920/25213646.v1","title":"Children’s Accent-Based Preferences and Stereotypes in Media Contexts","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Digital Communication and Language","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Toronto Metropolitan University","funders":"","keywords":"Stress (linguistics); Psychology; Variety (cybernetics); Space (punctuation); Social psychology; Linguistics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001648794,0.0001641812,0.0001871503,0.0001866854,0.00001646958,0.0007626602,0.001325814,0.0001041385,0.0000394084],"category_scores_gemma":[0.00003400249,0.0001289155,0.0000410866,0.0001211519,0.00004834624,0.0001245462,0.003112913,0.0004041276,0.00004990389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002198962,"about_ca_system_score_gemma":0.0001228625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002495415,"about_ca_topic_score_gemma":0.00147556,"domain_scores_codex":[0.9989989,0.00006704733,0.000214599,0.0004153521,0.0001656582,0.0001384078],"domain_scores_gemma":[0.9989277,0.0001277867,0.00005345427,0.0007995598,0.00002377729,0.00006774074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001418754,0.0002563296,0.01281428,0.0002895285,0.00007695502,0.0000284032,0.00390007,0.00006048128,0.00001234428,0.367074,0.00160513,0.6138682],"study_design_scores_gemma":[0.002386648,0.000199802,0.6062778,0.002992357,0.00005646242,0.00002538848,0.0004043381,0.05749182,0.001975328,0.3155437,0.009698092,0.002948282],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6148428,0.01613322,0.005235942,0.006502079,0.0008953354,0.001070232,0.00008193996,0.00111835,0.3541201],"genre_scores_gemma":[0.9955732,0.00006835259,0.003498758,0.0004809519,0.00001533673,0.00002566559,0.00003249017,0.000006999273,0.0002982192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.61092,"threshold_uncertainty_score":0.735435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02152225501704158,"score_gpt":0.2688478633830355,"score_spread":0.2473256083659939,"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."}}