{"id":"W4226257996","doi":"10.22215/etd/2022-14885","title":"Examining Stigma and User Comfort Through the Reimagination of Crutch Design","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Crutch; Perception; Psychology; Wearable computer; Stigma (botany); Abandonment (legal); Applied psychology; Engineering; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004400944,0.0001775288,0.0002008511,0.0002201471,0.0002893088,0.00008038608,0.0007401186,0.000133042,0.0001844531],"category_scores_gemma":[0.0000887456,0.0001397063,0.00002654726,0.0005187588,0.0000766917,0.0006765801,0.000156914,0.0005338854,0.00000419257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007362671,"about_ca_system_score_gemma":0.00008220799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008823865,"about_ca_topic_score_gemma":0.00003733932,"domain_scores_codex":[0.9986806,0.0001313839,0.0003427736,0.0003778099,0.0003227617,0.0001446976],"domain_scores_gemma":[0.9985538,0.0002590608,0.0004420678,0.0004823209,0.0002551234,0.000007680932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003930671,0.00006750492,0.0003112721,0.00008035115,0.0001239164,0.000008824577,0.008658422,0.00008562885,0.005079281,0.9442747,0.01169841,0.02957234],"study_design_scores_gemma":[0.002943456,0.002901983,0.09128875,0.0007832165,0.0003783817,0.0003248542,0.06104648,0.06053295,0.4276668,0.2294943,0.1191879,0.003450982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05346245,0.0002407258,0.889971,0.0008072453,0.001792185,0.0008067224,0.000003022376,0.0002979251,0.05261878],"genre_scores_gemma":[0.8846084,0.00006770739,0.08715306,0.0004683361,0.00005079548,0.0002578619,0.0001760973,0.00004210665,0.02717561],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8311459,"threshold_uncertainty_score":0.569706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06190403414419059,"score_gpt":0.3280468148533247,"score_spread":0.2661427807091341,"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."}}