{"id":"W4413965996","doi":"10.70930/tac/hx7izsz0","title":"Categorical representations of categorical groups","year":2006,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Algebraic structures and combinatorial models","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Categorical variable; Computer science; Natural language processing; Artificial intelligence; Mathematics; Statistics","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":[0.001341438,0.0004675225,0.0004553404,0.002591958,0.001577181,0.004201917,0.0008889159,0.001212316,0.006783253],"category_scores_gemma":[0.002231766,0.0003228696,0.0009357682,0.002031265,0.004452366,0.006371131,0.003324514,0.00243848,0.001374546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543229,"about_ca_system_score_gemma":0.0008368468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009820571,"about_ca_topic_score_gemma":0.0006931704,"domain_scores_codex":[0.9988606,0.0003272025,0.00006306959,0.0001942493,0.0003781419,0.0001767195],"domain_scores_gemma":[0.9989554,0.0002269572,0.00008531147,0.0003209302,0.000254155,0.0001573423],"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":[0.000001818395,0.000002371189,0.0000481847,0.000007723314,0.000001217248,0.00000887237,0.0001464651,0.0001184631,0.0001722688,0.9970688,0.0004614892,0.001962273],"study_design_scores_gemma":[0.000001964832,0.00000675872,0.00009595884,0.0000114815,0.000002298438,0.00004219281,0.00007705702,0.001127526,0.0002002752,0.9887754,0.009653729,0.000005458174],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1022601,0.003313357,0.6608486,0.005112269,0.0009133761,0.000123031,0.0008113159,0.001017391,0.2256006],"genre_scores_gemma":[0.8452532,0.00132901,0.1017733,0.0008457453,0.0006847898,0.0001523102,0.0007708916,0.0002254401,0.04896535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006783253,"threshold_uncertainty_score":0.0226922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248685634642912,"score_gpt":0.2797100032478845,"score_spread":0.2672231469014554,"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."}}