{"id":"W3045834671","doi":"10.1162/leon_a_01942","title":"Special Section: Leonardo Abstracts Service: Top-Rated LABS Abstracts 2019","year":2020,"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":"Simon Fraser University","funders":"","keywords":"Section (typography); Art; Art history; Library science; Computer science","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":[0.0002567772,0.0002757957,0.0002834438,0.00007754708,0.0002441825,0.0003948054,0.001056002,0.0001962165,0.0002751573],"category_scores_gemma":[0.00009365535,0.0002757661,0.0001057642,0.001089854,0.00004023766,0.0008715172,0.0002510192,0.0004083512,0.002756448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008154411,"about_ca_system_score_gemma":0.0002436974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002412674,"about_ca_topic_score_gemma":0.0001114373,"domain_scores_codex":[0.9977182,0.00005392583,0.0005244376,0.0006677269,0.0005310088,0.0005047275],"domain_scores_gemma":[0.9982303,0.00008128921,0.0002153868,0.0007046432,0.0002379564,0.0005303751],"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":[0.0001601686,0.0006280806,0.0005839128,0.0001827119,0.0001917842,0.0002432185,0.008328771,0.01425277,0.01664509,0.06793069,0.7090135,0.1818393],"study_design_scores_gemma":[0.00071694,0.0002201931,0.06302143,0.00002582605,0.00001582089,0.00005790056,0.0003634585,0.003279366,0.005633938,0.0006793436,0.9254411,0.0005446557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2998196,0.0003305557,0.03577869,0.4709979,0.006015862,0.00146529,0.0001705464,0.001898189,0.1835234],"genre_scores_gemma":[0.9719825,0.00006126565,0.003246206,0.01351979,0.01013414,0.00002486018,0.0000607199,0.00003303347,0.0009374502],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.672163,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02704286479554169,"score_gpt":0.2575627355028379,"score_spread":0.2305198707072962,"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."}}