{"id":"W3159520976","doi":"","title":"The University of Texas at Dallas HLTRI at TAC 2019.","year":2019,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001127413,0.001135429,0.001199783,0.001834688,0.002019466,0.004505451,0.001026721,0.001461937,0.654366],"category_scores_gemma":[0.001815919,0.0003725105,0.0005420847,0.002194716,0.0005391666,0.002441737,0.002298122,0.001764902,0.4305316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002743744,"about_ca_system_score_gemma":0.002839006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008600288,"about_ca_topic_score_gemma":0.01894022,"domain_scores_codex":[0.9991239,0.0001026578,0.00003242102,0.0004137672,0.0001928828,0.0001344936],"domain_scores_gemma":[0.9985523,0.000194933,0.00006266945,0.000230099,0.0004514353,0.0005087453],"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":[0.000224051,0.000225717,0.001243741,0.000127855,0.00002062932,0.0002309629,0.0001928251,0.000197913,0.001793336,0.01381269,0.8359548,0.1459755],"study_design_scores_gemma":[0.00003812926,0.00004989691,0.001872087,0.00008409796,0.00001326305,0.0001041603,0.000208932,0.0006358512,0.000583789,0.005066354,0.9913266,0.00001677516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007265395,0.005590681,0.01064404,0.03711765,0.009161728,0.0002645674,0.03328103,0.009285566,0.8873893],"genre_scores_gemma":[0.0106049,0.001284365,0.004044898,0.001079281,0.000510962,0.00006011479,0.006485309,0.0004627984,0.9754674],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.654366,"threshold_uncertainty_score":0.493005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005902707313302611,"score_gpt":0.2006059270012941,"score_spread":0.1947032196879915,"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."}}