{"id":"W4391759124","doi":"10.2139/ssrn.4722973","title":"Making a Song and Dance About it: The Effectiveness of Teaching Children Vocabulary with Animated Music Videos","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute for Advanced Research; University of Toronto","funders":"","keywords":"Dance; Vocabulary; Club; Typically developing; Download; Psychology; Test (biology); Developing country; Vocabulary development; Singing; Mathematics education; Teaching method; Pedagogy; Developmental psychology; Visual arts; Computer science; Medicine; Art; Linguistics","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":[0.003766098,0.0001088955,0.0001500388,0.0001073683,0.0005464219,0.0001784141,0.0002474421,0.00006612131,0.000005153769],"category_scores_gemma":[0.0001383067,0.00007006031,0.0000427569,0.000293443,0.0002413534,0.0003023014,0.00005350338,0.001158452,0.000002143806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002759619,"about_ca_system_score_gemma":0.001205286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000167011,"about_ca_topic_score_gemma":0.001959024,"domain_scores_codex":[0.9982884,0.0002483043,0.0001570675,0.0001769452,0.0002458018,0.0008834929],"domain_scores_gemma":[0.9995245,0.0002581327,0.00007429896,0.00008221264,0.0000328801,0.00002796184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001345893,0.0000261765,0.03777141,0.00002926291,0.0002834549,0.0000113468,0.003473205,0.000006032575,0.0002570596,0.8939124,0.00003285668,0.06406219],"study_design_scores_gemma":[0.001637531,0.001057844,0.2257496,0.003124283,0.0002183113,0.002261568,0.01801382,0.000209483,0.0004371596,0.7419482,0.004535195,0.0008069364],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809988,0.008272616,0.002810573,0.0008128904,0.0000799008,0.00024159,0.000001125265,0.00009079083,0.006691718],"genre_scores_gemma":[0.9988198,0.0008656274,0.00005232862,0.00003934378,0.0000954053,0.00000465888,9.996564e-7,0.00001389711,0.0001079911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1879782,"threshold_uncertainty_score":0.5032961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051160673250309,"score_gpt":0.2823161444536679,"score_spread":0.2718045377211649,"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."}}