{"id":"W4413585083","doi":"10.1002/andp.202500204","title":"Cosmology Due to Thermodynamics of Apparent Horizon","year":2025,"lang":"en","type":"article","venue":"Annalen der Physik","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Quantum Research Center; University of Toronto","funders":"","keywords":"Cosmology; Physics; Horizon; Thermodynamics; Theoretical physics; Apparent horizon; Astrophysics; Event horizon; Astronomy","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":[],"consensus_categories":[],"category_scores_codex":[0.00005829865,0.00009090168,0.0001771679,0.00006569618,0.00005613726,0.000006179864,0.0001322119,0.00002725142,0.00007629669],"category_scores_gemma":[0.0000045358,0.00008761857,0.00007146424,0.0001848757,0.00006474195,0.00003509034,0.00005500483,0.00007141494,0.0000453182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005840183,"about_ca_system_score_gemma":0.00004173235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005741719,"about_ca_topic_score_gemma":0.000005820495,"domain_scores_codex":[0.9994799,0.0000442911,0.0001434092,0.0001469689,0.00004697158,0.0001384815],"domain_scores_gemma":[0.999573,0.00007409752,0.00004988662,0.000190484,0.00008487845,0.00002765749],"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":[0.00005311765,0.0001361748,0.0143425,0.00001485577,0.0001699691,0.000001036129,0.000452535,0.00007400619,0.001094697,0.9392493,0.002665978,0.04174577],"study_design_scores_gemma":[0.0002026736,0.00008827444,0.0397801,0.00001717765,0.00003309992,3.247615e-7,0.0003131589,0.00002094704,0.00595146,0.9511099,0.002385063,0.00009781771],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469165,0.00007467949,0.03525985,0.00107538,0.0002615554,0.0001838381,0.00004130386,0.00001988089,0.01616708],"genre_scores_gemma":[0.9982292,3.217623e-7,0.0001917912,0.0002338878,0.0000517866,0.00003041295,0.00003509984,0.000005651945,0.001221864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05131275,"threshold_uncertainty_score":0.3572982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007572025836116109,"score_gpt":0.2702284560561348,"score_spread":0.2626564302200187,"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."}}