{"id":"W4304730950","doi":"10.48550/arxiv.2210.04483","title":"Auxilio and Beyond: Comparative Evaluation, Usability, and Design Guidelines for Head Movement-based Assistive Mouse Controllers","year":2022,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Gaze Tracking and Assistive Technology","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Usability; Head (geology); Computer science; Human–computer interaction","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":[0.03506227,0.0009035433,0.000694101,0.002520853,0.001013606,0.002434169,0.001257517,0.0009802459,0.00135387],"category_scores_gemma":[0.05691238,0.0003273658,0.000648835,0.00115814,0.001228069,0.002423528,0.001863029,0.0005854244,0.0002499014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674462,"about_ca_system_score_gemma":0.001827148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001825316,"about_ca_topic_score_gemma":0.004197872,"domain_scores_codex":[0.9762954,0.01570195,0.002699418,0.00100266,0.003769547,0.000531029],"domain_scores_gemma":[0.9498733,0.03422284,0.00276002,0.002666551,0.009660994,0.0008162226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"design_other","study_design_scores_codex":[0.005412956,0.00629023,0.03358925,0.009124834,0.0002692084,0.0008416254,0.1420336,0.002510097,0.1808058,0.005768417,0.00513167,0.6082223],"study_design_scores_gemma":[0.0028744,0.08574963,0.3892885,0.007827959,0.00144686,0.002728325,0.1397898,0.01570437,0.1863849,0.005198991,0.1614985,0.001507821],"study_design_candidate":"design_other","study_design_consensus":"design_other","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9614989,0.001500321,0.02335262,0.0002621628,0.00005624849,0.00436715,0.0002820289,0.0004161111,0.008264378],"genre_scores_gemma":[0.8772711,0.001288694,0.110143,0.0003000833,0.00002907065,0.006989375,0.0005991403,0.0002443498,0.003135161],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03506227,"threshold_uncertainty_score":0.1854292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3089414370237076,"score_gpt":0.3081103384918945,"score_spread":0.0008310985318131237,"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."}}