{"id":"W4232060462","doi":"10.1007/978-3-319-99028-6_10","title":"Mathematical Physics","year":2019,"lang":"en","type":"book-chapter","venue":"˜The œAbel prize","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Statistical mechanics; Ergodic theory; Physics; Period (music); Mathematical sciences; Mathematical theory; Theoretical physics; Dynamical systems theory; Physicist; Statistical physics; Mathematics; Quantum mechanics; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000881057,0.0003818677,0.0004606263,0.00001550813,0.0001108068,0.00004925759,0.0003829311,0.0001317401,0.002178177],"category_scores_gemma":[0.000002347639,0.000275057,0.0002343577,0.00001919523,0.00008797005,0.0000351207,0.0001787723,0.0006023144,0.002432527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003362685,"about_ca_system_score_gemma":0.0000753584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002707993,"about_ca_topic_score_gemma":7.491024e-7,"domain_scores_codex":[0.9987395,0.00001244901,0.00031246,0.0003469569,0.0002824062,0.0003062391],"domain_scores_gemma":[0.9986955,0.0002453089,0.0002102644,0.0006980773,0.0000652512,0.00008561963],"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":[0.000006335722,0.00002746808,7.66641e-7,0.00002657374,0.000111872,0.000001795043,0.00002449773,0.00001740025,0.00002773363,0.9648168,0.0002495112,0.03468922],"study_design_scores_gemma":[0.000205548,0.00003158342,9.857122e-7,0.00006554413,0.00009279359,8.737058e-7,0.000008747649,0.01306593,0.000005566567,0.9254144,0.06078763,0.000320393],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005924829,0.00002933738,0.4526572,0.0000395609,0.0001753278,0.0002804706,0.0002150762,0.00002376407,0.5465733],"genre_scores_gemma":[0.04435445,0.00001060024,0.004528067,0.0001966389,0.0009349743,0.00002509746,0.0001613593,0.0002093625,0.9495795],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4481292,"threshold_uncertainty_score":0.9999701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380311211866021,"score_gpt":0.2354521039931499,"score_spread":0.2216489918744897,"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."}}