{"id":"W4200286267","doi":"10.1103/physrevd.104.124031","title":"New approach to the thermodynamics of scalar-tensor gravity","year":2021,"lang":"en","type":"article","venue":"Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"H2020 Marie Skłodowska-Curie Actions; Natural Sciences and Engineering Research Council of Canada; Gruppo Nazionale per la Fisica Matematica; Ministero dell’Istruzione, dell’Università e della Ricerca; Istituto Nazionale di Alta Matematica \"Francesco Severi\"","keywords":"Physics; Dissipative system; f(R) gravity; General relativity; Gravitation; Extended irreversible thermodynamics; Scalar (mathematics); Entropy (arrow of time); Mathematical physics; Classical mechanics; Theoretical physics; Thermodynamics; Non-equilibrium thermodynamics; Mathematics; Quantum gravity; Quantum mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001722432,0.0002250578,0.0003216368,0.00009128023,0.0003981907,0.00002717985,0.0004532917,0.0000493776,0.0002234711],"category_scores_gemma":[0.00001295592,0.0001864287,0.0001839336,0.000357407,0.0002186877,0.00008703038,0.0004569547,0.0002090586,0.0001275126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003134316,"about_ca_system_score_gemma":0.0001813482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000674162,"about_ca_topic_score_gemma":0.00002728101,"domain_scores_codex":[0.9985875,0.0002006017,0.0002196129,0.0004267622,0.0002199563,0.0003455507],"domain_scores_gemma":[0.9989349,0.0001947476,0.000113923,0.0004577132,0.0001753307,0.0001234175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001010023,0.0002282903,0.04569551,0.00001679584,0.0003007334,0.00001422652,0.001639877,0.0007133001,0.0005317343,0.9451973,0.003414116,0.002147091],"study_design_scores_gemma":[0.002348325,0.0001709679,0.6251978,0.00007001034,0.0006252823,0.00006055305,0.01142555,0.0004152705,0.003005397,0.2717032,0.08388343,0.001094242],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5117208,0.0001177247,0.1760287,0.003902171,0.0004655985,0.0004857061,0.0004857552,0.00005571526,0.3067379],"genre_scores_gemma":[0.9406967,0.000005345022,0.005107863,0.0001987444,0.0001186413,0.000009050309,0.0002024475,0.00001739798,0.05364386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6734942,"threshold_uncertainty_score":0.760234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122780395388752,"score_gpt":0.2210210570354571,"score_spread":0.2097932530815696,"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."}}