{"id":"W4367666291","doi":"10.1109/vrw58643.2023.00005","title":"IEEE VR 2023 Workshops","year":2023,"lang":"en","type":"article","venue":"","topic":"Robotics and Automated Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Computer graphics (images)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006059806,0.0000564902,0.00006932153,0.00005357082,0.00001930351,0.00002787008,0.00006305346,0.00004145241,0.0001298037],"category_scores_gemma":[0.000002984011,0.00004958453,0.00002483737,0.0003103775,0.000003709699,0.00002832623,0.000007406247,0.00004698343,0.004674728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009431174,"about_ca_system_score_gemma":0.000002158663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000628659,"about_ca_topic_score_gemma":0.000005456437,"domain_scores_codex":[0.9996167,0.000003372894,0.00009272627,0.00005975341,0.00006826541,0.0001591453],"domain_scores_gemma":[0.9998204,0.00001890509,0.000004041752,0.0001150326,0.000006725321,0.00003493712],"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":[1.99257e-7,0.000002220172,0.00006013248,0.00003360199,0.00002417051,0.00001978464,0.00006401799,0.6616262,0.004963169,0.0004820988,0.3275421,0.00518225],"study_design_scores_gemma":[0.00006915544,0.00000346143,0.0009614348,0.000023053,0.00000246012,0.000002332662,0.00009063074,0.9662305,0.001716864,0.00009872803,0.03067261,0.000128739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2592117,0.0003128246,0.02537831,0.0003479523,0.008826988,0.0003074652,0.0000107955,0.01372052,0.6918834],"genre_scores_gemma":[0.9810139,0.00004123566,0.0001547204,0.00001704913,0.0001298027,0.000007201802,0.000005184349,0.00002368826,0.01860724],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7218022,"threshold_uncertainty_score":0.9961002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770282057088531,"score_gpt":0.2212414670520731,"score_spread":0.2035386464811878,"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."}}