{"id":"W629903561","doi":"","title":"PROVIDING EFFECTIVE PROFESSIONAL DEVELOPMENT FOR USERS OF AN ONLINE MUSIC EDUCATION TOOL","year":2012,"lang":"en","type":"article","venue":"ICERI2012 Proceedings","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Professional development; Discussion board; Computer science; Medical education; Software; Online learning; Face (sociological concept); World Wide Web; Multimedia; Psychology; Pedagogy; Sociology; Medicine","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":[0.005977128,0.0004477126,0.0003095475,0.001469909,0.00246759,0.003611075,0.001229912,0.001463293,0.008867708],"category_scores_gemma":[0.02257436,0.0005075749,0.0003199007,0.0004658503,0.001289353,0.002928248,0.005696211,0.001129435,0.005665165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004891964,"about_ca_system_score_gemma":0.002287849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003539921,"about_ca_topic_score_gemma":0.001282768,"domain_scores_codex":[0.9946684,0.002958706,0.0002139389,0.0003092312,0.001309659,0.0005400297],"domain_scores_gemma":[0.9826953,0.009881392,0.0008516709,0.002536297,0.001643615,0.002391763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001424189,0.00250775,0.01588946,0.0003335557,0.00001887661,0.001696689,0.1090465,0.0003158191,0.01669803,0.004247783,0.01953975,0.8295634],"study_design_scores_gemma":[0.0006091507,0.003875051,0.07250705,0.001109262,0.0001301028,0.01607122,0.1731483,0.01083923,0.03376925,0.01301402,0.6746284,0.0002989103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7176731,0.0005001067,0.09297694,0.006845547,0.0002573061,0.0006146556,0.00006136054,0.004429107,0.1766418],"genre_scores_gemma":[0.814398,0.0005712433,0.1380092,0.001167045,0.0001652187,0.0004181611,0.0000910485,0.0005158406,0.04466426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008867708,"threshold_uncertainty_score":0.03161043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07572213413940711,"score_gpt":0.2897081022899877,"score_spread":0.2139859681505806,"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."}}