{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003375819,0.00005023148,0.0001107564,0.0000445681,0.0000420206,0.000004782059,0.00007167934,0.00002754053,0.000009020748],"category_scores_gemma":[0.000008691242,0.00005074258,0.00002806586,0.0001129582,0.00005350711,0.00007130233,0.000009745197,0.00001856579,0.000003730714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001361007,"about_ca_system_score_gemma":0.00001175204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001055764,"about_ca_topic_score_gemma":0.000003181975,"domain_scores_codex":[0.9997179,0.00001767717,0.00009309793,0.00005942297,0.00006077386,0.00005114793],"domain_scores_gemma":[0.9996337,0.00004714977,0.00003622696,0.0001261066,0.0001286728,0.0000281558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001077048,0.00002565921,0.0003056477,0.0005661961,0.000182101,8.102634e-8,0.001298556,0.00597075,0.01071071,0.9733338,0.00198525,0.005513486],"study_design_scores_gemma":[0.00359406,0.0002033355,0.0007453229,0.0001404318,0.001504978,0.000003940829,0.05176159,0.01670861,0.617488,0.155437,0.1514401,0.0009726381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2256111,0.001524846,0.7599564,0.00006772864,0.0001113666,0.0005365095,0.0001061735,0.0001874382,0.01189849],"genre_scores_gemma":[0.9991602,0.00002776128,0.0003595184,7.759132e-7,0.00003537321,0.00001058472,0.0000356957,0.000005520566,0.0003645691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8178968,"threshold_uncertainty_score":0.2069222,"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."}}