{"id":"W1513235051","doi":"10.1007/11795131_12","title":"Cognitive Informatics and Contemporary Mathematics for Knowledge Manipulation","year":2006,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Knowledge representation and reasoning; Set (abstract data type); Informatics; Process (computing); Process calculus; Algebra over a field; Representation (politics); Field (mathematics); Theoretical computer science; Artificial intelligence; Programming language; Mathematics; Pure mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001512403,0.0006707928,0.0007836493,0.002749511,0.002384252,0.007003861,0.001459193,0.002429786,0.01162129],"category_scores_gemma":[0.003739509,0.0004756616,0.0008859193,0.002673919,0.01834455,0.01417331,0.002203816,0.003892382,0.001712531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003357973,"about_ca_system_score_gemma":0.001513065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539583,"about_ca_topic_score_gemma":0.001367771,"domain_scores_codex":[0.998834,0.0004577395,0.00008710338,0.0002041519,0.000323309,0.00009367707],"domain_scores_gemma":[0.9975739,0.001757402,0.0001295722,0.000300013,0.0001776256,0.00006142591],"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":[0.00000124339,0.000002029018,0.00001074891,0.00001593115,0.000001358507,0.000004740013,0.0001173618,0.00007046779,0.00002090491,0.9969771,0.0005498775,0.002228317],"study_design_scores_gemma":[0.000002228755,0.000001164052,0.0000191757,0.00001093052,0.00000109909,0.00001422447,0.00003102181,0.000198097,0.00002987125,0.9920093,0.007680873,0.000002093211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01606507,0.0453716,0.2646064,0.02305005,0.001405681,0.00007545527,0.0002414592,0.0003825272,0.6488018],"genre_scores_gemma":[0.7493256,0.02177672,0.1299442,0.002887951,0.004073889,0.0006056674,0.0004304576,0.0002370069,0.09071843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01162129,"threshold_uncertainty_score":0.03887713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04220270553065884,"score_gpt":0.2725495741706762,"score_spread":0.2303468686400174,"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."}}