{"id":"W4212946381","doi":"10.31224/osf.io/p5xcd","title":"Humanoid Eyes: Perspective &amp;amp; Challenges","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Gaze Tracking and Assistive Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Perspective (graphical); Sophistication; Humanoid robot; Saccadic masking; Computer science; Human–computer interaction; Cognitive science; Artificial intelligence; Eye movement; Psychology; Sociology; Robot","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003030255,0.0004165827,0.0005150907,0.0003413057,0.00009964816,0.0001871341,0.002757896,0.0005622761,0.00009344685],"category_scores_gemma":[0.0001025703,0.0003726465,0.0002222567,0.0001412216,0.0001383109,0.0001253578,0.003045109,0.00113773,0.003061122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002246963,"about_ca_system_score_gemma":0.0002118651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001804056,"about_ca_topic_score_gemma":0.0002434029,"domain_scores_codex":[0.9974142,0.00009497329,0.0002695409,0.001440819,0.0003177901,0.00046266],"domain_scores_gemma":[0.9967224,0.0001178144,0.0002097556,0.0025492,0.0003271499,0.00007370016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002978477,0.0001661182,0.000211534,0.0001043312,0.0001315233,0.000008346064,0.002354254,0.000144898,0.000159962,0.9773046,0.00748383,0.01192759],"study_design_scores_gemma":[0.0008252945,0.0001821608,0.02172388,0.000465567,0.00007321237,0.00005126219,0.00134934,0.001749904,0.001037385,0.7437317,0.2260067,0.002803521],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009400151,0.005676885,0.7057978,0.0177346,0.002412196,0.0005322192,0.00001016694,0.003195181,0.2552408],"genre_scores_gemma":[0.8842574,0.0009635114,0.09713502,0.0002926638,0.0002123343,0.00007514936,0.00001195798,0.00003954976,0.01701243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8748572,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07893283498835894,"score_gpt":0.3211916582402596,"score_spread":0.2422588232519006,"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."}}