{"id":"W1721217740","doi":"10.70930/tac/d5nq5dv8","title":"Categories in Control","year":2015,"lang":"en","type":"preprint","venue":"Theory and applications of categories","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Symmetric monoidal category; Mathematics; Tensor product; Vector space; Monoidal category; Pure mathematics; Finite field; Hilbert space; Morphism; Field (mathematics); Algebra over a field; Product (mathematics); Tensor field; Discrete mathematics; Mathematical analysis; Geometry","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":[0.001480476,0.0002048882,0.0004154965,0.0001481269,0.00007660302,0.0001323376,0.000869492,0.0001896568,0.000003836261],"category_scores_gemma":[0.00005083804,0.0001758672,0.00005253565,0.0002376242,0.0003396932,0.0001535592,0.000483781,0.000251162,0.00001193839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002667448,"about_ca_system_score_gemma":0.000215755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001686375,"about_ca_topic_score_gemma":0.00003040972,"domain_scores_codex":[0.998637,0.0002026825,0.000389112,0.0004072608,0.000166445,0.0001974546],"domain_scores_gemma":[0.9983945,0.0002125941,0.0002689582,0.0008345849,0.0002123487,0.00007695385],"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":[0.00001341093,0.00004765409,0.0004098787,0.0001343811,0.00002314771,9.183367e-7,0.001821156,0.00006456485,0.00001504545,0.9818448,0.00006014384,0.01556492],"study_design_scores_gemma":[0.000250339,0.00002898508,0.0001850862,0.000005644519,0.00001748861,0.000003834964,0.0004652535,0.0001693971,0.0002977564,0.9895614,0.008830381,0.0001844017],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002060796,0.006062231,0.9812311,0.0001945908,0.0002072571,0.0008721997,0.000009885253,0.0001370677,0.009224884],"genre_scores_gemma":[0.9981338,0.00009120142,0.0005296355,0.00003167675,0.00009500719,0.0006501568,0.0000215855,0.00000979278,0.0004371151],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.996073,"threshold_uncertainty_score":0.7171656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676739986210468,"score_gpt":0.2602934155129824,"score_spread":0.2435260156508777,"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."}}