{"id":"W2806873315","doi":"","title":"CMUML System for KBP 2015 Cold Start Slot Filling.","year":2015,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Advanced Data Storage Technologies","field":"Computer Science","cited_by":2,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005611335,0.0000950195,0.000155917,0.00006772764,0.000116579,0.00003838184,0.0006355562,0.00005109319,5.910926e-7],"category_scores_gemma":[0.00008869103,0.00008427168,0.00002024083,0.00022774,0.0002571191,0.0003540287,0.0002073521,0.00005051389,0.000008014809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002464886,"about_ca_system_score_gemma":0.00005286258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004433838,"about_ca_topic_score_gemma":0.000001318281,"domain_scores_codex":[0.999332,0.00002734835,0.0001795993,0.0002257517,0.00009969805,0.0001356066],"domain_scores_gemma":[0.9986792,0.0002595757,0.0001194493,0.0007001613,0.000187825,0.0000538112],"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":[0.00001699484,0.00001490352,0.000005638487,0.00004385287,0.000007236056,1.739828e-7,0.000192484,0.0000387071,0.0005626915,0.9918214,0.0006606859,0.006635202],"study_design_scores_gemma":[0.0002686192,0.00009193672,0.000004650291,0.00001024545,0.00001314645,0.000006314453,0.002074515,0.0005844228,0.05768447,0.8530752,0.08604126,0.0001451878],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001298898,0.001218325,0.9955075,0.0002393769,0.00005366969,0.0004409065,0.0000704339,0.0003886256,0.0007822],"genre_scores_gemma":[0.931466,0.00002507799,0.06758281,0.00002495826,0.0000377674,0.0005452904,0.0000169247,0.000008105168,0.0002930202],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9301671,"threshold_uncertainty_score":0.34365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164963256180184,"score_gpt":0.2699259499754247,"score_spread":0.2482763174136229,"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."}}