{"id":"W3162739202","doi":"10.1353/not.2021.0043","title":"Design Sprints and Direct Experimentation: Digital Humanities + Music Pedagogy at A Small Liberal Arts College","year":2021,"lang":"en","type":"article","venue":"Notes","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Liberal arts education; Digital humanities; Music education; The arts; Pedagogy; Sociology; Humanities; Mathematics education; Multimedia; Visual arts; Art; Higher education; Computer science; Psychology; Political science","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":[0.05052575,0.0006751469,0.0008526808,0.001668659,0.01663914,0.01394588,0.003980309,0.003362062,0.007284],"category_scores_gemma":[0.0468584,0.0009258011,0.0008732932,0.001628413,0.02217207,0.006953061,0.0190824,0.006855316,0.001589555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008989366,"about_ca_system_score_gemma":0.01271359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001667717,"about_ca_topic_score_gemma":0.005253887,"domain_scores_codex":[0.9278952,0.06084967,0.001140297,0.003990798,0.003629803,0.002494244],"domain_scores_gemma":[0.9348766,0.04848957,0.001622586,0.00517498,0.002093219,0.007743172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002472845,0.002466014,0.00752174,0.0004564653,0.00004019172,0.001667416,0.8088458,0.0008395113,0.003738361,0.04521053,0.007898082,0.1210688],"study_design_scores_gemma":[0.0003803348,0.001996932,0.0042906,0.0004330498,0.00004424688,0.001259075,0.664973,0.002561565,0.008255747,0.04560243,0.2700697,0.0001332802],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7935779,0.001239943,0.0907831,0.02380275,0.0004663593,0.001403102,0.00006293956,0.000922413,0.08774146],"genre_scores_gemma":[0.9253436,0.0004400353,0.04853996,0.002639599,0.00007436548,0.0008761205,0.00003922917,0.0002719935,0.02177512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05052575,"threshold_uncertainty_score":0.2672089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1699393008568688,"score_gpt":0.2757936095600365,"score_spread":0.1058543087031678,"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."}}