{"id":"W2417466070","doi":"","title":"jMIR and ACE XML: Tools for Performing and Sharing Research in Automatic Music Classification","year":2009,"lang":"en","type":"article","venue":"","topic":"Music and Audio Processing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"XML; Computer science; World Wide Web; XML framework; Information retrieval; Suite; XML database; Presentation (obstetrics); Efficient XML Interchange; Medicine; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008428007,0.00005704011,0.00008078105,0.0001323575,0.0001844233,0.0005214346,0.0002123789,0.00003541053,0.000003562952],"category_scores_gemma":[0.00005372147,0.00004930906,0.000008099864,0.0002694262,0.00002889615,0.00103553,0.000105397,0.00009678973,0.000001552849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002434113,"about_ca_system_score_gemma":0.00003115085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004227994,"about_ca_topic_score_gemma":0.000006062701,"domain_scores_codex":[0.9992069,0.0000172765,0.0001338265,0.0002901342,0.000132817,0.0002190299],"domain_scores_gemma":[0.9995697,0.0001513944,0.00002809185,0.000167062,0.00003983251,0.00004389249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001488663,0.00001323471,0.0005053896,0.00006609315,6.694402e-7,8.337233e-7,0.001372529,0.000001810318,0.002642398,0.02690728,0.0001674628,0.9683208],"study_design_scores_gemma":[0.0003098217,0.00006866639,0.05851945,0.0001533785,9.158287e-7,0.000009626744,0.0003095577,0.9212998,0.0007823043,0.01790437,0.0005323315,0.0001098432],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872077,0.0001281549,0.1198476,0.004011628,0.0000244092,0.000347155,1.124737e-7,0.0000774665,0.003486508],"genre_scores_gemma":[0.955768,0.000008297748,0.04368811,0.0003128901,0.00002675518,0.00002706122,4.292129e-7,0.000002704599,0.0001657507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.968211,"threshold_uncertainty_score":0.5028206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2586109676283647,"score_gpt":0.401025699642409,"score_spread":0.1424147320140444,"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."}}