{"id":"W2805220942","doi":"","title":"CMUML Micro-Reader System for KBP 2016 Cold Start Slot Filling, Event Nugget Detection, and Event Argument Linking.","year":2016,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Argument (complex analysis); Event (particle physics); Computer science; Physics; Astrophysics; Medicine","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":[0.0006702361,0.0001186095,0.0001592924,0.00006124986,0.0002179267,0.00004492801,0.0002554015,0.00005427222,0.000002817643],"category_scores_gemma":[0.00001464841,0.00008567965,0.00003729422,0.00008034934,0.0001142148,0.0001627661,0.0001027607,0.00003863316,0.000004097094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003439943,"about_ca_system_score_gemma":0.00004281557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009510276,"about_ca_topic_score_gemma":0.000003751958,"domain_scores_codex":[0.999072,0.00005300914,0.0002942526,0.0003137742,0.0001028347,0.0001640934],"domain_scores_gemma":[0.9989604,0.0002711307,0.0001489384,0.0004290668,0.0001278014,0.00006261478],"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":[0.00002292702,0.00003006933,0.00004771855,0.0001345659,0.00002553628,8.957413e-8,0.0005035968,0.00002640093,0.02486342,0.9266334,0.00003397307,0.0476783],"study_design_scores_gemma":[0.001187851,0.0001986006,0.000173634,0.0002713062,0.00007364615,0.00002281555,0.0008771364,0.003030773,0.5178418,0.4101707,0.06570114,0.0004505691],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02649624,0.0009860652,0.9712703,0.000388926,0.0000846034,0.0005842237,0.00002093807,0.00007698732,0.00009167432],"genre_scores_gemma":[0.9924045,0.00009262162,0.006152133,0.00003634794,0.00009483255,0.0005244004,0.000002053969,0.000008897434,0.000684166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9659083,"threshold_uncertainty_score":0.3493915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01001029580784574,"score_gpt":0.2335522408790676,"score_spread":0.2235419450712219,"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."}}