{"id":"W4231667615","doi":"10.32920/ryerson.14662437","title":"User-initiated design for disabled children: teaching and learning in online DIY/maker communities","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Education and Early Childhood Development; University of Toronto","funders":"","keywords":"Popularity; Wheelchair; Disabled people; Assistive technology; Order (exchange); Computer science; Assistive device; Psychology; Universal design; Internet privacy; Multimedia; Human–computer interaction; Applied psychology; Business; World Wide Web; Medicine; Physical medicine and rehabilitation; Social psychology","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":[0.002843486,0.0003959983,0.0002698334,0.001015157,0.002049307,0.002519835,0.0008953882,0.0007819642,0.004025934],"category_scores_gemma":[0.008021125,0.0002398277,0.0003216422,0.0007997768,0.001854806,0.002557843,0.003281478,0.0006361215,0.0005982709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001657093,"about_ca_system_score_gemma":0.002261194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003221101,"about_ca_topic_score_gemma":0.008709803,"domain_scores_codex":[0.9977533,0.001288135,0.00008422886,0.0002168244,0.0002952621,0.0003622528],"domain_scores_gemma":[0.9944984,0.003085461,0.0006358433,0.0005343498,0.0003284554,0.000917439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000499248,0.004338797,0.1818632,0.000849447,0.00002854689,0.002894166,0.3981273,0.001053541,0.007527718,0.0148692,0.005752535,0.3821962],"study_design_scores_gemma":[0.0002513262,0.00278044,0.2342052,0.001108174,0.0001368746,0.007614226,0.5166963,0.01086122,0.01717705,0.02266126,0.1862728,0.0002352314],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773562,0.0001630917,0.009594245,0.0004574775,0.000008480228,0.0001570616,0.00005828561,0.0001764015,0.01202882],"genre_scores_gemma":[0.9805398,0.0001825365,0.01565522,0.0000634916,0.00000409853,0.0001748915,0.00007067042,0.00002831672,0.003281029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004025934,"threshold_uncertainty_score":0.01503795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07146700520288901,"score_gpt":0.2813302438245084,"score_spread":0.2098632386216194,"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."}}