{"id":"W4405096554","doi":"10.48550/arxiv.2412.03649","title":"A Unified Model of Cosmic Ray Propagation and Radio Extreme Scattering Events from Intermittent Interstellar Structures","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Cosmic ray; Astrophysics; Astronomy; Scattering; Interstellar medium; Radio wave; COSMIC cancer database; Optics; Galaxy; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007165761,0.001019206,0.0008865049,0.001330665,0.000884603,0.002151395,0.003152951,0.002372613,0.006549635],"category_scores_gemma":[0.001560074,0.0005589965,0.001022061,0.001272258,0.001488841,0.004892734,0.001069016,0.001308735,0.001675299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289293,"about_ca_system_score_gemma":0.001006064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005045158,"about_ca_topic_score_gemma":0.002942246,"domain_scores_codex":[0.9997386,0.00006913834,0.00001237286,0.0000695453,0.00005907216,0.00005121712],"domain_scores_gemma":[0.9990892,0.0003238018,0.0002269898,0.00008771841,0.0001408193,0.000131492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004269446,0.00006413501,0.003093883,0.00008021956,0.00004706928,0.0004788215,0.0002474809,0.1847249,0.001928713,0.7945371,0.004058506,0.01069649],"study_design_scores_gemma":[0.00005455619,0.00008450683,0.001722334,0.00002569447,0.00003100078,0.0004197514,0.00009794656,0.6760173,0.0002047678,0.3171194,0.004184271,0.00003852157],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1528985,0.001947896,0.7760231,0.007232968,0.0004117775,0.000181601,0.001479396,0.001035967,0.05878875],"genre_scores_gemma":[0.9047002,0.002835788,0.04960606,0.0006678284,0.0008200062,0.0004041,0.000914405,0.0002385313,0.03981324],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006549635,"threshold_uncertainty_score":0.02191067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0486394040280235,"score_gpt":0.1778992969489805,"score_spread":0.129259892920957,"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."}}