{"id":"W3092620287","doi":"10.70930/tac/5zmvs2c1","title":"Filtered cocategories","year":2020,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Algebraic structures and combinatorial models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quiver; Morphism; Mathematics; Pure mathematics; Tensor (intrinsic definition); Class (philosophy); Argument (complex analysis); Algebra over a field; Computer science; Artificial intelligence","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":[0.0007247201,0.0005003747,0.0004214568,0.00307501,0.001380923,0.002951259,0.0008793871,0.0005369234,0.006725369],"category_scores_gemma":[0.001100361,0.0002128078,0.0004737782,0.001628956,0.002136036,0.003505693,0.001609613,0.0008820906,0.001281093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134519,"about_ca_system_score_gemma":0.0007150004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003540006,"about_ca_topic_score_gemma":0.002474006,"domain_scores_codex":[0.9992526,0.0001110057,0.00005967434,0.0001750811,0.0002562144,0.0001453254],"domain_scores_gemma":[0.998871,0.0001562177,0.00008711118,0.0001244586,0.0005802222,0.0001808407],"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":[0.000009296058,0.00001073915,0.0007148322,0.00006773946,0.00001080157,0.0001585923,0.0006423998,0.0003200717,0.00175459,0.984339,0.002081792,0.009889967],"study_design_scores_gemma":[0.000006364884,0.00005174172,0.002377015,0.00008772503,0.00001884465,0.00127746,0.0009305894,0.003451467,0.005325953,0.7479358,0.2384908,0.00004630338],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.197591,0.009144678,0.4811158,0.001641134,0.001042689,0.0002323543,0.002764904,0.001484575,0.3049829],"genre_scores_gemma":[0.8750233,0.002157062,0.07134415,0.001089187,0.0004478969,0.0002477423,0.001316676,0.000219933,0.04815411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006725369,"threshold_uncertainty_score":0.02249861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456717092209142,"score_gpt":0.2751603431846509,"score_spread":0.2505931722625595,"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."}}