{"id":"W1990953067","doi":"10.14434/josotl.v14i3.5033","title":"Finding Your “Spanish Voice” Through Popular Media: Improving Students’ Confidence and Fluency","year":2014,"lang":"en","type":"article","venue":"Journal of the Scholarship of Teaching and Learning","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arctic Institute of North America; University of Alaska Anchorage; Eli Lilly and Company","keywords":"Fluency; Enthusiasm; Creativity; Curriculum; Interpersonal communication; Psychology; Schema (genetic algorithms); Cognition; Mathematics education; Pedagogy; Computer science; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009428707,0.0002121856,0.0004262067,0.0001351683,0.002142422,0.0006507493,0.0005314476,0.00008772714,0.000028292],"category_scores_gemma":[0.007944321,0.0001481343,0.0001559479,0.00003792611,0.0002031352,0.0009398318,0.0002128238,0.004692397,0.000002539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003326807,"about_ca_system_score_gemma":0.00003103363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000307343,"about_ca_topic_score_gemma":0.00003246785,"domain_scores_codex":[0.9962687,0.001984737,0.0006127293,0.0002097355,0.0006328924,0.0002911803],"domain_scores_gemma":[0.9977961,0.0007050002,0.00107011,0.0001871318,0.0001372063,0.0001044075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000106771,0.0001520853,0.4361225,0.0004118727,0.000297983,0.00001810991,0.4394659,0.0008013656,0.008092372,0.05276174,0.0001292345,0.0616401],"study_design_scores_gemma":[0.008120554,0.003275515,0.4056739,0.01316862,0.001949085,0.001365731,0.2690005,0.002238579,0.0009364612,0.03650771,0.2550335,0.002729854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954192,0.001447091,0.0003964108,0.0006881105,0.0006319766,0.00005986593,8.300985e-7,0.00003103391,0.001325495],"genre_scores_gemma":[0.9966711,0.00004221947,0.001271496,0.000194279,0.0007822239,6.39872e-7,5.857077e-7,0.00003118523,0.001006259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2549042,"threshold_uncertainty_score":0.9991567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04260124253137573,"score_gpt":0.296550335024055,"score_spread":0.2539490924926793,"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."}}