{"id":"W4385987770","doi":"10.4018/978-1-6684-8551-4.ch006","title":"Counter-Melodies and Creativity","year":2023,"lang":"en","type":"book-chapter","venue":"Advances in early childhood and K-12 education","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Creativity; Pedagogy; Melody; Literacy; Mathematics education; Action (physics); Civics; The arts; Sociology; Psychology; Visual arts; Art; Musical; Social psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001099062,0.0002697932,0.0002875769,0.0002422117,0.0002143095,0.0002339395,0.00008151304,0.0001080635,0.0001814069],"category_scores_gemma":[0.00004421403,0.0002501465,0.00003979266,0.00001455091,0.0002650495,0.0009248007,0.00003344548,0.0002623748,0.00005596688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004253049,"about_ca_system_score_gemma":0.0001804692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002497396,"about_ca_topic_score_gemma":0.001838702,"domain_scores_codex":[0.9989619,0.00001764856,0.0002872448,0.0003866307,0.0001582417,0.0001883441],"domain_scores_gemma":[0.9993207,0.000153118,0.0001780077,0.0001843748,0.00008622545,0.00007761388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001128922,0.0001297415,0.002537046,0.0002177501,0.00003170327,0.000001078485,0.6238407,2.764075e-7,2.442818e-7,0.2040329,0.001864588,0.1673327],"study_design_scores_gemma":[0.0002862074,0.0001457198,0.04375779,0.001105464,0.00007178026,0.000005794262,0.02521598,0.000001680227,0.000002274515,0.2367132,0.6921458,0.000548376],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2042479,0.03639159,0.000003239031,0.0009022011,0.00912003,0.0007566776,0.0001704011,0.0001656496,0.7482423],"genre_scores_gemma":[0.4876369,0.02545907,0.00006767019,0.0003690125,0.003901352,0.00008219257,0.0003393624,0.00007412724,0.4820703],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6902812,"threshold_uncertainty_score":0.9999951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354129465499221,"score_gpt":0.2414277375682846,"score_spread":0.2278864429132924,"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."}}