{"id":"W7052417395","doi":"","title":"Representation matters: Developing a Canadian BIPOC composers dataset for music collection evaluation and development","year":2022,"lang":"en","type":"other","venue":"University Library (University of Saskatchewan)","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representation (politics); Data collection; Development (topology); Key (lock); Identification (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007337579,0.0001661805,0.0002193421,0.0006593981,0.0002883462,0.00001967958,0.0002252455,0.0001270302,0.00245873],"category_scores_gemma":[0.000001664395,0.0002643543,0.0000384247,0.0004181403,0.00006048286,0.000474904,0.00009081316,0.0001129222,0.000008300864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004701012,"about_ca_system_score_gemma":0.0004944213,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02304338,"about_ca_topic_score_gemma":0.2069347,"domain_scores_codex":[0.9992087,0.00005377401,0.00008334752,0.0002690243,0.0001597172,0.0002254353],"domain_scores_gemma":[0.9995627,0.00002729113,0.00008428743,0.0001696241,0.00001941406,0.0001366442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006632694,0.00001614812,0.002062118,0.0001833319,0.000325202,0.00002434813,0.005589155,0.0004970655,0.00008327447,0.00002251058,0.9862792,0.004851254],"study_design_scores_gemma":[0.001142674,0.00003123668,0.001228835,0.00003790106,0.0001137542,0.000002360476,0.03178273,0.00380252,0.0001744043,0.0000160194,0.9613026,0.0003649772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6752701,0.00357459,0.05422693,0.01004134,0.004265637,0.02089873,0.05257554,0.005090102,0.1740571],"genre_scores_gemma":[0.4962579,0.001446981,0.155177,0.001441768,0.0003571757,0.000011642,0.1176371,0.001462552,0.2262079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1838913,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993295776542646,"score_gpt":0.1920400365136808,"score_spread":0.1721070787482544,"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."}}