{"id":"W7154593195","doi":"10.48448/rms7-jd77","title":"When the Learning Gets Tough: Children's Accent-Based Learning Choices are Influenced by Processing Difficulty","year":2025,"lang":"","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Variety (cybernetics); Stress (linguistics); Information processing; Word (group theory); Speech processing; Word learning; Variation (astronomy)","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":[0.00118513,0.0004220564,0.0003425036,0.0005958436,0.0002440945,0.001936774,0.0002944107,0.0005232991,0.002732939],"category_scores_gemma":[0.009343387,0.0004239355,0.0002852654,0.0002303455,0.001053758,0.0009124368,0.0009655866,0.0009536507,0.0005672411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00021395,"about_ca_system_score_gemma":0.0002689201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002712941,"about_ca_topic_score_gemma":0.003820522,"domain_scores_codex":[0.9992187,0.0001226616,0.00007170971,0.0001773626,0.0002465384,0.0001630334],"domain_scores_gemma":[0.994457,0.002315773,0.002002441,0.0003782076,0.0003047452,0.0005417966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000877608,0.0002443402,0.8521587,0.0001402033,0.00008812169,0.002314146,0.01214267,0.0005390227,0.1110049,0.0007047204,0.0006125328,0.0191729],"study_design_scores_gemma":[0.00001705466,0.0002006202,0.9873992,0.00003279369,0.000038758,0.0007667269,0.002776496,0.0003343663,0.007279746,0.0005884051,0.0005379124,0.00002792044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991105,0.00005052931,0.00009817631,0.00003360859,0.00000195768,0.000003138267,0.00003929227,0.000006650278,0.0006561364],"genre_scores_gemma":[0.9987702,0.0001081267,0.0004232758,0.00003585023,0.000003326405,0.00001639686,0.0001256979,0.00001650427,0.0005005365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002732939,"threshold_uncertainty_score":0.009142578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01295400910572292,"score_gpt":0.2857859892462302,"score_spread":0.2728319801405073,"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."}}