{"id":"W7130448052","doi":"10.7202/1123391ar","title":"Editing for Access","year":2025,"lang":"en","type":"article","venue":"Performance Matters","topic":"Diverse Musicological Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Work (physics); Data access; Universal design; Physical access; Information access; Sustainability","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00006612061,0.00006709321,0.00009178239,0.00004457763,0.000402054,0.000326172,0.0001637862,0.00001123919,0.000807196],"category_scores_gemma":[0.00001311241,0.0000520603,0.00003657839,0.00002241302,0.0001181953,0.0002243049,0.0001031361,0.00003799859,0.00006346574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002331373,"about_ca_system_score_gemma":0.000005156748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001946433,"about_ca_topic_score_gemma":0.00002008273,"domain_scores_codex":[0.9995828,0.000003350814,0.00009263786,0.0001028309,0.00005096837,0.0001674441],"domain_scores_gemma":[0.9998084,0.00004777268,0.00002872874,0.00005964394,0.00004371421,0.00001168654],"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":[0.00003188874,0.00004103007,0.006796973,0.0003000651,0.00006897511,5.542989e-7,0.003356714,0.00003873435,0.00001365615,0.1466258,0.8170125,0.02571305],"study_design_scores_gemma":[0.0001824401,0.00002212414,0.001790714,0.00003291686,0.00001417344,5.195822e-8,0.0008356702,0.0002288054,0.00007488189,0.0003781195,0.9963722,0.00006792292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5055289,0.00004517867,0.0001317402,0.01821042,0.003363721,0.0003633458,0.00002232824,0.0001595914,0.4721748],"genre_scores_gemma":[0.9631761,0.00000700985,0.00005138859,0.01885395,0.0005304006,0.0001257086,0.000005002099,0.000005391623,0.01724507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4576471,"threshold_uncertainty_score":0.883823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1063275704009734,"score_gpt":0.274542477726117,"score_spread":0.1682149073251436,"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."}}