{"id":"W4385900839","doi":"10.1162/leon_a_02435","title":"Top-Rated LABS Abstracts 2022","year":2023,"lang":"en","type":"article","venue":"Leonardo","topic":"Virtual Reality Applications and Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Commonwealth; Library science; The arts; Art; Art history; Humanities; History; Visual arts; Computer science; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002522124,0.00007755353,0.00008363419,0.00008921225,0.000108888,0.0001206942,0.0005282214,0.00004736658,0.00004757164],"category_scores_gemma":[0.00006148461,0.00007226774,0.00003567681,0.001027313,0.00001955884,0.0002523167,0.0001602276,0.00009582408,0.002830999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002353172,"about_ca_system_score_gemma":0.00005996363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005738576,"about_ca_topic_score_gemma":0.00001303188,"domain_scores_codex":[0.9991207,0.00002122524,0.0001485349,0.0002368025,0.0002126263,0.0002601416],"domain_scores_gemma":[0.9992138,0.00006063837,0.00004265599,0.0005212202,0.00004580565,0.000115872],"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":[0.000006618797,0.0001285924,0.0005684326,0.00002274535,0.00003544369,0.00008901607,0.001520334,0.001465035,0.01427849,0.3844216,0.1569615,0.4405023],"study_design_scores_gemma":[0.0004597586,0.0001385328,0.2110426,0.00002127875,0.000005957648,0.00002724253,0.0003213638,0.03138311,0.01111248,0.01976661,0.7252588,0.0004622905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7185785,0.0002369021,0.08149653,0.1020947,0.001120896,0.0006780305,0.00005321367,0.003288941,0.09245233],"genre_scores_gemma":[0.9944671,0.00004551703,0.001034178,0.0008043006,0.00006187691,0.00002234626,0.0000174997,0.000007130873,0.003539982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5682973,"threshold_uncertainty_score":0.9979454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333106699368555,"score_gpt":0.2798190179384933,"score_spread":0.2564879509448078,"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."}}