{"id":"W37827114","doi":"10.1242/jeb.245592","title":"Heterosis: Hybrid teaching and learning methods in sabar drumming","year":2010,"lang":"en","type":"book-chapter","venue":"ProQuest LLC eBooks","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Integrative Biology, University of California Berkeley; Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Computer science; Heterosis; Mathematics education; Artificial intelligence; Mathematics; Biology","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00101852,0.0004007283,0.0004392539,0.0003638715,0.0007411936,0.0005163859,0.0001973316,0.000145529,0.0009960129],"category_scores_gemma":[0.0001011321,0.0003905822,0.00009536136,0.000002205732,0.0003880567,0.0001619635,0.0001652865,0.002761728,0.0001071223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007157862,"about_ca_system_score_gemma":0.00007517902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003545689,"about_ca_topic_score_gemma":0.0006009544,"domain_scores_codex":[0.9983689,0.0001890597,0.0004411202,0.0005119945,0.0002004644,0.000288462],"domain_scores_gemma":[0.9989909,0.0002429086,0.0002958858,0.0002799464,0.00008473622,0.0001056522],"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":[0.000007718777,0.00001783125,0.00001584219,0.0001496889,0.00005553056,0.00002637502,0.07423349,2.804358e-7,0.0003055569,0.8527796,0.0003784268,0.0720297],"study_design_scores_gemma":[0.0001714611,0.00004793658,0.000003157266,0.000518988,0.00005422348,0.00001222561,0.00114195,0.000008180558,0.0002395487,0.02570061,0.9716471,0.0004546464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001941509,0.0002312591,0.00005068281,0.00008417902,0.001403433,0.0003905804,0.000009347475,0.0001640286,0.995725],"genre_scores_gemma":[0.01813846,0.00001297913,0.01194082,0.0004077764,0.001367206,0.00006001308,0.00002714756,0.0001277694,0.9679178],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9712687,"threshold_uncertainty_score":0.9999172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05501443327801834,"score_gpt":0.2895804642633561,"score_spread":0.2345660309853378,"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."}}