{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007287067,0.00069136,0.0002853266,0.001321976,0.002755179,0.008115346,0.0008390932,0.001195407,0.02018645],"category_scores_gemma":[0.001447149,0.0001923067,0.0004405559,0.0008392496,0.01039911,0.004972948,0.003690598,0.002791566,0.002624711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001684009,"about_ca_system_score_gemma":0.001031266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007515763,"about_ca_topic_score_gemma":0.001676902,"domain_scores_codex":[0.9993087,0.0002761153,0.00003177636,0.0001056631,0.0002004136,0.00007734277],"domain_scores_gemma":[0.9992658,0.0004406262,0.00004339294,0.0001163363,0.00006417202,0.00006960687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002899729,0.00003038105,0.0001987489,0.0001300866,0.000003839025,0.0001975639,0.01307211,0.0001086012,0.00055101,0.9233779,0.008453103,0.05384753],"study_design_scores_gemma":[0.0000167238,0.00004324495,0.0005016065,0.0004638667,0.00000611784,0.0009064479,0.008365687,0.0002780569,0.001408218,0.2356621,0.7523284,0.0000195658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01046565,0.009516021,0.006256951,0.002371419,0.0008212876,0.00003915227,0.00002085556,0.00008686195,0.9704219],"genre_scores_gemma":[0.3456739,0.01174223,0.01222738,0.001476104,0.000707062,0.0001749344,0.00009264143,0.0002882676,0.6276174],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02018645,"threshold_uncertainty_score":0.06753039,"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."}}