{"id":"W2810629794","doi":"10.1155/2018/7204952","title":"Statistical Physics of the Inflaton Decaying in an Inhomogeneous Random Environment","year":2018,"lang":"en","type":"article","venue":"Advances in High Energy Physics","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Inflaton; Probability distribution; Entropy (arrow of time); Gaussian; Stochastic process; Distribution (mathematics); Principle of maximum entropy; Fokker–Planck equation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00006741338,0.0001716084,0.000272422,0.00003053276,0.00006293625,0.00001351564,0.000230507,0.00003081204,0.00007239581],"category_scores_gemma":[0.000007514403,0.0001369391,0.00004644797,0.0003230353,0.0001817547,0.0001827554,0.0001024093,0.0001264261,0.000005015995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003966545,"about_ca_system_score_gemma":0.00002737631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002852879,"about_ca_topic_score_gemma":0.00003535278,"domain_scores_codex":[0.9988135,0.00008773573,0.0003178525,0.0002711162,0.0002180968,0.0002917504],"domain_scores_gemma":[0.9992913,0.0001756236,0.00012629,0.0003231935,0.00002814503,0.0000554699],"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":[0.00005166451,0.0001859268,0.01503203,0.000005399553,0.00000858537,0.000001298918,0.00008432282,0.007469479,0.0003257216,0.8629636,0.000003442721,0.1138685],"study_design_scores_gemma":[0.001388296,0.0001235281,0.003802549,0.00004030529,0.00001633285,1.293097e-7,0.00004687821,0.02578608,0.01560276,0.9521192,0.0008604787,0.0002134874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2585881,0.00006783763,0.7400461,0.00001171726,0.0002542039,0.00009489406,0.0000764064,0.000006925305,0.00085373],"genre_scores_gemma":[0.9956962,0.00003845875,0.003737601,0.0000468244,0.0003833848,0.00003358116,0.00003019826,0.00002195032,0.00001181683],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7371081,"threshold_uncertainty_score":0.5584214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006790105057815218,"score_gpt":0.2427365071573884,"score_spread":0.2359464020995732,"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."}}