{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001505514,0.0003737722,0.0005792155,0.0003554493,0.0004379989,0.0001260551,0.0008687723,0.0002003205,0.00002202939],"category_scores_gemma":[0.0003299071,0.000413087,0.0001307762,0.0003525323,0.0003841704,0.0001871703,0.001119829,0.0004340461,0.000001831858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003465739,"about_ca_system_score_gemma":0.0004929628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081152,"about_ca_topic_score_gemma":0.00009521146,"domain_scores_codex":[0.9972128,0.0005049986,0.0003365201,0.001436962,0.0001789618,0.0003298182],"domain_scores_gemma":[0.9969807,0.0007351097,0.0003746596,0.0007732394,0.001008806,0.0001275157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005308153,0.000485868,0.01534327,0.0001644948,0.0005754565,0.00003872352,0.0005060505,0.7945762,0.0003215776,0.1787192,0.00403827,0.00470008],"study_design_scores_gemma":[0.002711853,0.0003240872,0.004598072,0.00002696225,0.0001689039,8.75146e-7,0.0003623065,0.9469721,0.0003314775,0.04381176,0.0002679378,0.000423666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2087086,0.0001800736,0.7876758,0.001297697,0.0001912603,0.001498552,0.00008917187,0.0002181823,0.000140637],"genre_scores_gemma":[0.9694614,0.00003239129,0.02962829,0.0004996114,0.00001974855,0.00005090865,0.00003504354,0.00001379069,0.0002588237],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7607527,"threshold_uncertainty_score":0.9998321,"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."}}