{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005884887,0.002296562,0.001895432,0.01094442,0.003143417,0.01949484,0.002334516,0.001581243,0.6247249],"category_scores_gemma":[0.01858916,0.000902202,0.001404121,0.01081697,0.0005236237,0.004782951,0.005917657,0.00173649,0.7295256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002550778,"about_ca_system_score_gemma":0.006428343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776615,"about_ca_topic_score_gemma":0.004608022,"domain_scores_codex":[0.9906846,0.0009827306,0.0007416385,0.0008112308,0.005989159,0.0007906734],"domain_scores_gemma":[0.9645559,0.001343726,0.00199116,0.001527119,0.01933267,0.01124926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003419853,0.00001274018,0.0001288793,0.0002654586,0.000003206628,0.00002753437,0.00002186481,0.00001697994,0.0002967217,0.0002215639,0.9768379,0.02213294],"study_design_scores_gemma":[0.00001968342,0.00003020306,0.001109554,0.0001692542,0.000004769384,0.00006281593,0.00008130722,0.00005837709,0.0002706044,0.0002685997,0.9979106,0.00001435585],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005358638,0.01869363,0.004559203,0.01951393,0.03997706,0.001888347,0.1180162,0.02062861,0.7713644],"genre_scores_gemma":[0.01157377,0.007518258,0.003358145,0.002715266,0.01032768,0.0009279446,0.06996335,0.006661493,0.8869541],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6247249,"threshold_uncertainty_score":0.5352843,"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."}}