{"id":"W4224120700","doi":"10.1090/tran/8724","title":"A simple construction of the dynamical Φ⁴₃ model","year":2022,"lang":"en","type":"article","venue":"Transactions of the American Mathematical Society","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Deutsche Forschungsgemeinschaft","keywords":"Simple (philosophy); Mathematics; Pure mathematics; Calculus (dental); Epistemology","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":[0.0002316577,0.0005917075,0.0006640235,0.0006259835,0.0008042096,0.001189515,0.001439763,0.001601601,0.02393797],"category_scores_gemma":[0.0005235154,0.0003635192,0.001136087,0.0003441138,0.001086771,0.001231377,0.001766028,0.001402599,0.004755854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007901061,"about_ca_system_score_gemma":0.0008719109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002191145,"about_ca_topic_score_gemma":0.00170883,"domain_scores_codex":[0.9998135,0.00003560174,0.000009308675,0.00005465864,0.00005458264,0.00003232622],"domain_scores_gemma":[0.9998717,0.0000151729,0.00001799224,0.00002481511,0.000032657,0.00003760455],"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":[0.00002321677,0.00001857586,0.0001386374,0.00005172756,0.00001159642,0.0001819395,0.00009309877,0.01244932,0.002527285,0.9747425,0.004421116,0.00534084],"study_design_scores_gemma":[0.0000651363,0.00007505068,0.0002719267,0.00004643474,0.00002599915,0.0003169482,0.0000977681,0.2433067,0.001633833,0.6978024,0.05630211,0.00005578293],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02483593,0.0008749607,0.7871597,0.003680283,0.001303528,0.0002316494,0.001369431,0.0009997241,0.1795448],"genre_scores_gemma":[0.6669201,0.001381122,0.1925079,0.001501184,0.0007198056,0.000919713,0.001825177,0.0005470259,0.133678],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02393797,"threshold_uncertainty_score":0.08008051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007943465327242012,"score_gpt":0.2343794831420381,"score_spread":0.2264360178147961,"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."}}