{"id":"W7143336337","doi":"10.5860/rusq.60.3.8430","title":"Reference Services and Instruction: Translating the Accessibility of Live Demonstrations from Library Instruction to Reference Interactions","year":2025,"lang":"","type":"article","venue":"","topic":"Digital Accessibility for Disabilities","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Digital reference; Reference data; Process (computing); Information system; Component (thermodynamics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005559581,0.00036025,0.0002504918,0.002373196,0.00199585,0.004911627,0.001099028,0.001177893,0.0140076],"category_scores_gemma":[0.07644261,0.0003248376,0.0003276743,0.001321557,0.004828276,0.005601895,0.005902616,0.001498904,0.001580116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002886351,"about_ca_system_score_gemma":0.002424844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01157458,"about_ca_topic_score_gemma":0.01498804,"domain_scores_codex":[0.9939809,0.004380357,0.0002735138,0.0003032605,0.0007977888,0.0002641762],"domain_scores_gemma":[0.9512921,0.03821676,0.002154599,0.003246723,0.004235139,0.0008546002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003407274,0.0008305144,0.01624492,0.002471623,0.00003773305,0.001142271,0.5601588,0.0007606492,0.003931235,0.03322254,0.01506806,0.3657909],"study_design_scores_gemma":[0.0002071103,0.001142618,0.09515309,0.006756847,0.0001350691,0.001321246,0.6107239,0.002977676,0.01007123,0.03173266,0.2395915,0.0001870482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7682059,0.001947046,0.04076713,0.007114597,0.0006128103,0.001256324,0.001628066,0.001057751,0.1774103],"genre_scores_gemma":[0.978851,0.0009295539,0.01327708,0.0005826511,0.00006245091,0.0007029608,0.0002585913,0.0002176826,0.005118031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0140076,"threshold_uncertainty_score":0.0468601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04032560408723717,"score_gpt":0.3278176553028415,"score_spread":0.2874920512156043,"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."}}