{"id":"W2408158370","doi":"","title":"CMUML System for KBP 2013 Slot Filling.","year":2013,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":4,"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":[0.0004375242,0.00009400967,0.00015997,0.00004337996,0.0001836987,0.0001047826,0.0004675837,0.00004274111,0.000004881747],"category_scores_gemma":[0.00001253055,0.00007931561,0.00003985668,0.000167354,0.00009141245,0.0001812039,0.00007463844,0.00003743793,0.00003750613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000726492,"about_ca_system_score_gemma":0.00002348515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004389091,"about_ca_topic_score_gemma":5.688576e-7,"domain_scores_codex":[0.9992962,0.00005328299,0.0002274265,0.0002028763,0.00007553139,0.0001446371],"domain_scores_gemma":[0.998894,0.0003465299,0.0001253088,0.00040858,0.0001722822,0.00005327517],"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":[0.000003591495,0.00001546662,0.00001799151,0.0001234997,0.0000127187,3.267557e-8,0.0002728876,0.00009291363,0.0002816021,0.9881564,0.001035034,0.009987901],"study_design_scores_gemma":[0.0005615355,0.0001356264,0.0003868975,0.00007809621,0.0000334791,0.00002781518,0.001560425,0.02254543,0.008004277,0.8546402,0.1115832,0.0004430681],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006026475,0.0006331288,0.9895824,0.000214205,0.00008612574,0.0006031205,0.00001819128,0.0001482833,0.002688112],"genre_scores_gemma":[0.9945056,0.0000110091,0.004241583,0.00002212928,0.00008832636,0.0005290619,0.00001733876,0.000005622764,0.000579268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9884792,"threshold_uncertainty_score":0.3234397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009480248109958515,"score_gpt":0.2290057143308037,"score_spread":0.2195254662208452,"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."}}