{"id":"W2123365493","doi":"10.70930/tac/xjr1hqva","title":"Groupoid enriched categories and natural systems","year":2005,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Descent (aeronautics); Class (philosophy); Double groupoid; Natural (archaeology); Mathematics; Computer science; Pure mathematics; Algebra over a field; Geography; Artificial intelligence; Archaeology","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":[0.0005771443,0.0003328019,0.0003696756,0.001411924,0.001045386,0.001238251,0.0005877987,0.0004772355,0.003082284],"category_scores_gemma":[0.001277532,0.0001733897,0.0004607359,0.0008590221,0.001926885,0.003899754,0.002677635,0.001121177,0.0003706363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005806302,"about_ca_system_score_gemma":0.0003495872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009723271,"about_ca_topic_score_gemma":0.001172537,"domain_scores_codex":[0.999675,0.00008080079,0.00001586843,0.00006389522,0.0001104186,0.00005390363],"domain_scores_gemma":[0.999557,0.0001223808,0.0000334272,0.00008771078,0.0001211048,0.00007833035],"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":[0.000003540686,0.000005419277,0.0002320785,0.00002092772,0.000004115046,0.0000712139,0.0002049542,0.0003655709,0.0004961725,0.9934312,0.0005130022,0.00465181],"study_design_scores_gemma":[0.000003593762,0.00001089333,0.0004579476,0.00001215912,0.000005006428,0.00013801,0.0001175618,0.001973255,0.000317696,0.9825449,0.01441228,0.000006689177],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3256695,0.003815667,0.5152215,0.003175392,0.0005911993,0.0000944537,0.0003444164,0.0004210664,0.1506668],"genre_scores_gemma":[0.9192556,0.001714624,0.0561761,0.0004435792,0.0003112498,0.00007739563,0.0002544248,0.00006705991,0.02169997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003082284,"threshold_uncertainty_score":0.01031125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050196310691755,"score_gpt":0.2727647818473171,"score_spread":0.2622628187403996,"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."}}