{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002443609,0.0006992802,0.0005851926,0.001604153,0.001383341,0.001000893,0.001190866,0.0009825353,0.07864779],"category_scores_gemma":[0.003642656,0.0004476392,0.0002608877,0.0006754491,0.0005647668,0.001826089,0.001380971,0.0009169792,0.02298314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001050033,"about_ca_system_score_gemma":0.001986483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004296049,"about_ca_topic_score_gemma":0.008960115,"domain_scores_codex":[0.9989063,0.000158391,0.00003966597,0.0002726185,0.0004961365,0.0001269678],"domain_scores_gemma":[0.9975815,0.0003458596,0.0001030918,0.0004544341,0.001353474,0.0001616704],"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":[0.002608146,0.0007489068,0.01123924,0.0006481298,0.00009685647,0.0003599152,0.0008717399,0.00379954,0.2048695,0.02890108,0.4116428,0.3342142],"study_design_scores_gemma":[0.0003049856,0.0006747495,0.007163985,0.0001500218,0.0001051779,0.0004865436,0.0002923044,0.03699525,0.2006925,0.0062586,0.7467441,0.0001317602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1638545,0.001826315,0.3914372,0.002558976,0.002275009,0.002319987,0.05432563,0.07275213,0.3086503],"genre_scores_gemma":[0.4002405,0.0007872622,0.2779806,0.001563876,0.0002852902,0.002502745,0.07908584,0.004794346,0.2327597],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07864779,"threshold_uncertainty_score":0.2631031,"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."}}