{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003732779,0.001382714,0.0007053014,0.001937147,0.002510219,0.007042436,0.002801617,0.00272152,0.295405],"category_scores_gemma":[0.01012806,0.0006279016,0.00118893,0.001242923,0.001467504,0.006823237,0.008342999,0.002064187,0.143644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001723621,"about_ca_system_score_gemma":0.003701983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001627826,"about_ca_topic_score_gemma":0.001748988,"domain_scores_codex":[0.9952548,0.001122729,0.0003162508,0.001173785,0.00162983,0.0005026819],"domain_scores_gemma":[0.9949166,0.0006172626,0.0002281177,0.001889984,0.00160309,0.0007450901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002620828,0.0003168002,0.00174904,0.0008044808,0.00005855271,0.0004572259,0.002473294,0.001094407,0.003700751,0.1679647,0.2127978,0.6083209],"study_design_scores_gemma":[0.0000296193,0.0001153822,0.0003604935,0.000205324,0.00002067595,0.0003509419,0.0005189278,0.0007024648,0.00074287,0.01448542,0.9824401,0.00002789032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004856357,0.001875375,0.1709701,0.007309619,0.002973927,0.001264223,0.001118364,0.007838488,0.8017936],"genre_scores_gemma":[0.08095829,0.002170261,0.1222562,0.005934288,0.0006615011,0.002053576,0.002238009,0.002716456,0.7810115],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.295405,"threshold_uncertainty_score":0.9882282,"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."}}