{"id":"W7125711424","doi":"10.7202/1122755ar","title":"Digital Ethnomusicological Research Data and the Institutional Repository","year":2025,"lang":"en","type":"article","venue":"MUSICultures","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Institutional repository; Punk; Data sharing; Qualitative property; Open data; Digital data; Research data; Information repository; Research council","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.002462259,0.00007442071,0.00008869433,0.0000939559,0.0009473776,0.007263185,0.004617686,0.00004485856,0.000002988532],"category_scores_gemma":[0.00245652,0.00003829405,0.00001750586,0.0005865684,0.001009656,0.01215332,0.00955979,0.0004046955,0.00001152515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000267034,"about_ca_system_score_gemma":0.000113909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005136118,"about_ca_topic_score_gemma":0.00001666844,"domain_scores_codex":[0.9981161,0.0003593326,0.0001427505,0.0005589324,0.000583304,0.0002395391],"domain_scores_gemma":[0.9972465,0.001000051,0.00003346153,0.001551682,0.0001224819,0.00004581564],"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":[0.00002715251,0.00004630331,0.0001467675,0.00001155116,0.00003396323,0.00006080841,0.0001089964,0.00000631082,0.00006289124,0.8900712,0.09425451,0.01516957],"study_design_scores_gemma":[0.0005111657,0.00001924204,0.009348466,0.0000173112,0.000005138093,0.00002182327,0.0002058215,0.005571271,0.00005051589,0.007588147,0.9765915,0.00006964751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02123511,0.002787635,0.06645163,0.09536102,0.0008150065,0.0010704,0.00004066138,0.0002163906,0.8120221],"genre_scores_gemma":[0.9704537,0.0002970513,0.003154158,0.002055429,0.0002391278,0.00007692059,0.00006462575,0.000003150039,0.02365578],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9492186,"threshold_uncertainty_score":0.9984507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2105388120467204,"score_gpt":0.4149117550973709,"score_spread":0.2043729430506505,"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."}}