{"id":"W2805567773","doi":"","title":"University of Florida DSR Lab System for KBP Slot Filler Validation 2015.","year":2015,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Flow Measurement and Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Filler (materials); Computer science; Environmental science; Engineering; Chemical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.004281195,0.00114208,0.0009356915,0.003471809,0.001375594,0.001840328,0.00183187,0.001063953,0.109888],"category_scores_gemma":[0.00973194,0.0005771668,0.0003291568,0.001546802,0.0005789284,0.003267527,0.001727373,0.001213989,0.05635328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350634,"about_ca_system_score_gemma":0.002048156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01018976,"about_ca_topic_score_gemma":0.01155818,"domain_scores_codex":[0.9976962,0.0004569278,0.0001327223,0.000547203,0.0009943763,0.0001724931],"domain_scores_gemma":[0.9930824,0.001229311,0.0002804307,0.001727907,0.003328448,0.000351345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001532411,0.0002862893,0.006490779,0.0004549177,0.0001262711,0.0002275749,0.0006470764,0.002118162,0.04089282,0.009251796,0.7155094,0.2224626],"study_design_scores_gemma":[0.0004983365,0.0003900091,0.007784178,0.0002144022,0.0001197147,0.0003841358,0.0003499344,0.06879994,0.1235014,0.006949574,0.7908048,0.0002035761],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.03327039,0.0009576456,0.2841522,0.001606445,0.000798055,0.001060496,0.0907886,0.4866924,0.1006737],"genre_scores_gemma":[0.2885286,0.0006672557,0.3059353,0.001432027,0.0004188447,0.001666577,0.2332116,0.02986488,0.138275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.109888,"threshold_uncertainty_score":0.3676121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444014552486928,"score_gpt":0.2075514293681399,"score_spread":0.1931112838432707,"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."}}