{"id":"W7084047996","doi":"10.64628/aam.t5swhyrev","title":"Music engagement and achievement predicts higher grades in math, science and English","year":2019,"lang":"en","type":"article","venue":"","topic":"Bacterial Genetics and Biotechnology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Student engagement; Academic achievement; Perception; Higher education; Statistical analysis","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":[0.001057589,0.0005812232,0.0005449283,0.001361411,0.001099252,0.00355189,0.0008055788,0.002155371,0.01386026],"category_scores_gemma":[0.005271303,0.0004645039,0.0009021036,0.001048341,0.0007338239,0.0008717315,0.0027451,0.002460829,0.006340144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003511517,"about_ca_system_score_gemma":0.0006061052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009007501,"about_ca_topic_score_gemma":0.01338284,"domain_scores_codex":[0.9986778,0.0002152756,0.0001088966,0.0002188251,0.000294715,0.0004844417],"domain_scores_gemma":[0.9889867,0.001445566,0.002827131,0.0004360747,0.0008761179,0.005428357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001981322,0.0005296411,0.9950335,0.000009388752,0.00008330465,0.00005066908,0.0001552551,0.00006977678,0.0005272234,0.0000779822,0.0003021145,0.002963039],"study_design_scores_gemma":[0.00000508788,0.0001266628,0.9988723,0.000005139804,0.00001718941,0.00003355171,0.0002989052,0.0001825507,0.0001283468,0.0001159321,0.0002084041,0.00000597235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959706,0.00008218876,0.00009562392,0.0001858239,0.00002645944,0.00000659027,0.0002684928,0.00001479542,0.003349405],"genre_scores_gemma":[0.9937961,0.00008843286,0.0001058624,0.00006433959,0.00003417307,0.0000139213,0.0005985845,0.00001284799,0.00528576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01386026,"threshold_uncertainty_score":0.04636717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058540306891504,"score_gpt":0.2118715705141531,"score_spread":0.2012861674452381,"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."}}