{"id":"W1800310867","doi":"10.48550/arxiv.astro-ph/0501137","title":"The Effects of Radiative Cooling on the Entropy Distribution of Intracluster Gas","year":2005,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Gas Dynamics and Kinetic Theory","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Radiative cooling; Intracluster medium; Environmental science; Radiative transfer; Entropy (arrow of time); Radiant heat; Atmospheric sciences; Statistical physics; Physics; Astrophysics; Materials science; Thermodynamics; Galaxy cluster; Optics","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":[0.0004256276,0.0001981596,0.0002948755,0.00004469827,0.000114676,0.00001493376,0.0005368313,0.0001596375,0.00001373414],"category_scores_gemma":[0.0005529557,0.0001319681,0.0002116068,0.0001322322,0.0002620225,0.00002242302,0.0003513763,0.0004369851,0.000003681747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000134945,"about_ca_system_score_gemma":0.00005448359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001913677,"about_ca_topic_score_gemma":0.00001291053,"domain_scores_codex":[0.9989389,0.0002784051,0.0002353373,0.0002615975,0.00009178499,0.0001939405],"domain_scores_gemma":[0.9956989,0.00293268,0.0005247306,0.0006651899,0.0001375765,0.0000409653],"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":[0.0001777299,0.0001350051,0.0001484114,0.0002188552,0.0001874045,0.00000853569,0.0003763596,0.02208675,0.00008368109,0.976124,0.0001887507,0.0002644896],"study_design_scores_gemma":[0.0008654948,0.0002197176,0.001487048,0.0006599364,0.0004711116,0.000001381034,0.0004111115,0.1928817,0.002837886,0.7996975,0.0001858404,0.0002812353],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591424,0.00004897962,0.03936711,0.0001440372,0.0002576484,0.0005105884,0.00005040984,0.00001888337,0.0004599343],"genre_scores_gemma":[0.9991221,0.0003608748,0.00005825105,0.00001614261,0.00006241051,0.000001263276,0.00001374054,0.00001570707,0.0003494787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1764265,"threshold_uncertainty_score":0.5381501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03039890312110396,"score_gpt":0.1909741493862475,"score_spread":0.1605752462651435,"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."}}