{"id":"W2379713532","doi":"10.5281/zenodo.1179007","title":"Designing Dmis For Popular Music In The {Brazil}Ian Northeast: Lessons Learned","year":2015,"lang":"en","type":"article","venue":"","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Repertoire; Performing arts; Process (computing); Focus (optics); Ideation; Design thinking; Computer science; Psychology; Visual arts; Cognitive science; Human–computer interaction; Art","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":[0.01548576,0.0007192526,0.0004696227,0.001217146,0.00229948,0.005697214,0.001902622,0.001173559,0.001690323],"category_scores_gemma":[0.01804154,0.0004943949,0.0005047748,0.0008510188,0.003879516,0.004017076,0.005152789,0.001985865,0.0004561452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005221042,"about_ca_system_score_gemma":0.005582842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002728059,"about_ca_topic_score_gemma":0.007099661,"domain_scores_codex":[0.9912068,0.006030851,0.0004385174,0.0006180519,0.001121694,0.0005841255],"domain_scores_gemma":[0.986361,0.008508851,0.0006105615,0.001342425,0.001464218,0.001712827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000397527,0.001611318,0.01965581,0.002202261,0.00008122519,0.001660684,0.3863539,0.005046743,0.03953002,0.1388428,0.003864668,0.4007529],"study_design_scores_gemma":[0.0003747227,0.001846192,0.02679697,0.002790673,0.0001999692,0.001732333,0.3604972,0.0204486,0.04272259,0.04274807,0.4996552,0.0001875331],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6889582,0.001482478,0.2342073,0.00773474,0.0001561815,0.00190348,0.000126936,0.0005197293,0.06491097],"genre_scores_gemma":[0.7385151,0.001067284,0.2475075,0.0004777485,0.00002395806,0.001303095,0.0001432837,0.0002280608,0.01073401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01548576,"threshold_uncertainty_score":0.0818975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1379700825276719,"score_gpt":0.3263661207288405,"score_spread":0.1883960382011687,"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."}}