{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00480649,0.0023302,0.001629908,0.004975098,0.001160265,0.004505567,0.003561236,0.002356738,0.1459176],"category_scores_gemma":[0.02486597,0.001758426,0.0009090456,0.00305105,0.0005923519,0.006806406,0.004271916,0.002170163,0.1357819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001336421,"about_ca_system_score_gemma":0.002456538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003822357,"about_ca_topic_score_gemma":0.006401928,"domain_scores_codex":[0.9957801,0.001012885,0.0005462367,0.001165035,0.001242721,0.0002528944],"domain_scores_gemma":[0.9898856,0.004271255,0.0005603405,0.002463261,0.002400802,0.0004187425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001679263,0.0001288663,0.001849814,0.001696952,0.0001287883,0.0003782194,0.001094296,0.0008848458,0.02015439,0.01067435,0.6761945,0.2851357],"study_design_scores_gemma":[0.0004649148,0.0002196463,0.002669081,0.0004126726,0.00009384183,0.000645679,0.0005611089,0.04449279,0.08339831,0.01516102,0.8515941,0.0002868754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.002799152,0.0005431931,0.2678574,0.0005162475,0.0004600252,0.00051307,0.04865165,0.6599712,0.01868798],"genre_scores_gemma":[0.0657671,0.0004581035,0.6592273,0.001146216,0.0005469062,0.002653886,0.1398294,0.0708878,0.05948338],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1459176,"threshold_uncertainty_score":0.488143,"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."}}