{"id":"W6995872736","doi":"","title":"Proceedings of the 5th International Conference on Universal Design - UD2021, Espoo Finland, 9.06. – 11.06.2021","year":2021,"lang":"en","type":"other","venue":"Aaltodoc (Aalto University)","topic":"Technology Use by Older Adults","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Disability, Independent Living, and Rehabilitation Research; Rick Hansen Foundation","keywords":"Universal design; Design for All; Design elements and principles; Universal Design for Learning; Realization (probability); Assistive technology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003353493,0.001147788,0.000778778,0.00157496,0.001123359,0.00519715,0.001160425,0.001925568,0.2670712],"category_scores_gemma":[0.003822057,0.0005153838,0.0006049192,0.00136858,0.00087526,0.003487769,0.00385793,0.002198033,0.07389195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001447558,"about_ca_system_score_gemma":0.001967814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002306063,"about_ca_topic_score_gemma":0.003366997,"domain_scores_codex":[0.9981349,0.0004216285,0.0001129392,0.0002637377,0.0008036863,0.0002631847],"domain_scores_gemma":[0.9979011,0.0004247696,0.00007406864,0.0002838039,0.0008268988,0.0004893045],"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":[0.0002326352,0.0001700529,0.0006276426,0.0006101773,0.00002260124,0.0002025483,0.0007087057,0.0004286325,0.004181831,0.01598572,0.5532205,0.4236091],"study_design_scores_gemma":[0.000005554576,0.00002463798,0.0005541346,0.0001802954,0.000004408239,0.00009759649,0.0001407469,0.0001674157,0.0004925914,0.001258103,0.9970687,0.00000588462],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007625509,0.04261426,0.05742387,0.008113829,0.02893419,0.0005052867,0.003271264,0.002170194,0.8493415],"genre_scores_gemma":[0.02089295,0.0144212,0.01624285,0.001041669,0.001316441,0.0003629081,0.004392119,0.001257571,0.9400724],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2670712,"threshold_uncertainty_score":0.8934422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03395479900217281,"score_gpt":0.2584890385386825,"score_spread":0.2245342395365097,"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."}}