{"id":"W2806148693","doi":"","title":"University of Florida 2016 Slot Filler Validation system.","year":2016,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Filler (materials); Computer science; Environmental science; Composite material; Materials 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008870223,0.00004795536,0.00009428038,0.00002370027,0.00006337281,0.000002287107,0.00008459545,0.00002145387,0.00003921536],"category_scores_gemma":[0.000007129764,0.00003480764,0.00001982013,0.00007182932,0.0003328082,0.0000739563,0.00004334662,0.00002061087,0.000008845042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005935888,"about_ca_system_score_gemma":0.00001104657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001430715,"about_ca_topic_score_gemma":1.825333e-7,"domain_scores_codex":[0.999719,0.00001947712,0.00008290861,0.00008588702,0.00003542164,0.00005727915],"domain_scores_gemma":[0.9994784,0.0001737633,0.00008235272,0.0001850482,0.00006573611,0.00001470218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002027513,0.000009714492,0.0004010163,0.00001050098,0.00001324713,1.990442e-8,0.00003245721,0.000003676525,0.006006423,0.9572453,0.00002192307,0.03623541],"study_design_scores_gemma":[0.0002247498,0.00002075694,0.0004789963,0.00003500125,0.00003205381,2.968554e-7,0.002647524,0.000005714961,0.1744648,0.81731,0.004693369,0.00008669653],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1547531,0.00005018253,0.8348756,0.0001184004,0.00001522429,0.0001427728,0.00004510182,0.00006393549,0.009935673],"genre_scores_gemma":[0.9978446,0.00001081379,0.001502254,5.707728e-7,0.00002059053,0.000003030374,0.000004596654,0.000003361275,0.0006101569],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8430915,"threshold_uncertainty_score":0.1419414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005262039136844689,"score_gpt":0.2060127243766559,"score_spread":0.2007506852398112,"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."}}