{"id":"W4210260917","doi":"10.21468/scipostphys.12.2.046","title":"Constraints on beta functions in field theories","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"Ministry of Colleges and Universities; Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"BETA (programming language); Field (mathematics); Beta function (physics); Physics; Quantum electrodynamics; Mathematics; Computer science; Pure mathematics; Quantum mechanics; Programming language; Thermal quantum field theory","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002578263,0.0009744685,0.0007933491,0.001629905,0.001465082,0.002542101,0.001337813,0.001085202,0.003240915],"category_scores_gemma":[0.007430208,0.0006392073,0.000837402,0.0008526503,0.003614206,0.004553796,0.001992953,0.00282828,0.0006335969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009842203,"about_ca_system_score_gemma":0.001140586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911993,"about_ca_topic_score_gemma":0.001309205,"domain_scores_codex":[0.9990388,0.0003951757,0.00003779027,0.00009641742,0.0002890257,0.000142818],"domain_scores_gemma":[0.997938,0.0009653099,0.0001758508,0.0004595796,0.0002263027,0.0002350168],"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":[0.00001209588,0.000008813025,0.0002085842,0.00000946929,0.000003901961,0.00004094326,0.00008291553,0.007859348,0.000390934,0.9886784,0.0002482145,0.002456408],"study_design_scores_gemma":[0.000005152168,0.000004864429,0.0001018684,0.000008397144,0.000001294675,0.00001173046,0.00001603669,0.02591025,0.0001287426,0.9734438,0.0003623759,0.000005511368],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4888034,0.001011694,0.4257644,0.001549711,0.0001651835,0.00004949672,0.0003151885,0.0004067317,0.08193416],"genre_scores_gemma":[0.942739,0.0008061569,0.04984608,0.0002796151,0.0002146117,0.0001264193,0.0002991501,0.0003488089,0.00534024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003240915,"threshold_uncertainty_score":0.01363528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102261464616782,"score_gpt":0.4780268153905889,"score_spread":0.375765350773807,"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."}}