{"id":"W4413942062","doi":"10.7557/5.8187","title":"Accessibility Metadata: Making accessible content in repositories discoverable","year":2025,"lang":"en","type":"article","venue":"Septentrio Conference Series","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metadata; Computer science; Information retrieval; World Wide Web; Content (measure theory); Mathematics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0004694508,0.0001919707,0.0003133019,0.000181662,0.0003156733,0.003054923,0.001279779,0.00007145842,0.0001019996],"category_scores_gemma":[0.0003180474,0.0001706068,0.00006196482,0.000794156,0.00009974221,0.005654799,0.0006738277,0.0002984692,0.00001924004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001217686,"about_ca_system_score_gemma":0.000630843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003648244,"about_ca_topic_score_gemma":0.0004691414,"domain_scores_codex":[0.9981503,0.0001754715,0.0004534434,0.0005983823,0.0002355673,0.0003867961],"domain_scores_gemma":[0.9988012,0.00009294307,0.0001585489,0.0006577101,0.0002316774,0.00005786669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005142713,0.0001364256,0.1542155,0.0000898027,0.00004110415,0.00001791257,0.00218675,0.00005547028,0.001018174,0.8317068,0.0008001397,0.009680557],"study_design_scores_gemma":[0.00187457,0.0002032101,0.7217494,0.001048633,0.00005845675,0.00002782041,0.03136772,0.003072281,0.06212937,0.04359078,0.1335416,0.00133622],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4048182,0.001342582,0.1303556,0.01904449,0.008361302,0.001275873,0.00001029351,0.0007153733,0.4340763],"genre_scores_gemma":[0.9676585,0.00007259841,0.004032797,0.0003327918,0.00003299964,0.00004654795,0.000007648855,0.000005003425,0.02781117],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.788116,"threshold_uncertainty_score":0.99798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05196158427406251,"score_gpt":0.323895435960819,"score_spread":0.2719338516867565,"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."}}