{"id":"W2022178050","doi":"10.1145/2559206.2581334","title":"Design for one","year":2014,"lang":"en","type":"article","venue":"","topic":"Assistive Technology in Communication and Mobility","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Rapid prototyping; Computer science; Human–computer interaction; Electronic design; Multimedia; Assistive technology; Engineering; Embedded system; Mechanical engineering","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":[0.001010518,0.00003386669,0.00007860773,0.00001961615,0.0003789631,6.892019e-7,0.0001540985,0.0001108878,0.0005640163],"category_scores_gemma":[0.0006001453,0.0000279486,0.00001587531,0.00003522424,0.00004735781,0.00001448221,0.00005877316,0.0001554073,0.00030798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002893935,"about_ca_system_score_gemma":0.00003602255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009959972,"about_ca_topic_score_gemma":0.00002248095,"domain_scores_codex":[0.999342,0.0002725533,0.0001398498,0.00008426864,0.00002807372,0.0001332983],"domain_scores_gemma":[0.9978435,0.00156855,0.00004689542,0.0004203458,0.00009589512,0.00002482377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009488624,0.0001841006,0.02513837,0.00007352215,0.00002511172,1.468554e-8,0.0002794452,0.000002855904,0.001651363,0.7812147,0.1392803,0.05205531],"study_design_scores_gemma":[0.001488741,0.0002007266,0.06162749,0.00003248679,0.00001775916,9.39803e-8,0.0005729606,0.004105551,0.001194053,0.07614001,0.8544629,0.0001572751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001825604,0.000006437152,0.9066406,0.00582472,0.00007893914,0.0006175527,8.728633e-7,0.0002727256,0.08473254],"genre_scores_gemma":[0.8129344,0.000004780822,0.1749449,0.002617194,0.0000341808,0.0005829606,0.000003933285,0.000006093007,0.008871498],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8111088,"threshold_uncertainty_score":0.6175583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.274352867292157,"score_gpt":0.4931123485423778,"score_spread":0.2187594812502208,"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."}}