{"id":"W4317039310","doi":"10.3847/2041-8213/acac93","title":"Constraints on the Hosts of UHECR Accelerators","year":2023,"lang":"en","type":"article","venue":"The Astrophysical Journal Letters","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics","funders":"","keywords":"Cosmic ray; Physics; Neutrino; Galaxy; Astrophysics; Component (thermodynamics); Abundance (ecology); COSMIC cancer database; Astronomy; Particle physics; Ecology; Biology","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":[0.0002067147,0.0001950505,0.0002256336,0.00004704314,0.0003516054,0.0000910066,0.0006285569,0.00001217758,0.0002112694],"category_scores_gemma":[0.000005869947,0.0001011992,0.0002741501,0.000367295,0.0004183891,0.00008147871,0.0001049582,0.00059021,0.0002826105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002048748,"about_ca_system_score_gemma":0.00004415399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008371652,"about_ca_topic_score_gemma":2.882005e-8,"domain_scores_codex":[0.9986292,0.000134306,0.0002750015,0.0001540154,0.0004039918,0.0004035384],"domain_scores_gemma":[0.9990187,0.0002546456,0.0002385685,0.0003415665,0.00004998233,0.00009654091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00009917216,0.0002319337,0.001106837,0.000004290625,0.0005319975,0.00001882112,0.0008991364,0.002837549,0.6636921,0.2094056,0.02930833,0.09186427],"study_design_scores_gemma":[0.009811599,0.003253207,0.6228596,0.0009631813,0.001001918,0.00006092917,0.02018752,0.0076013,0.1356372,0.182853,0.01175217,0.004018395],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851724,0.000001860314,0.003933872,0.009409925,0.0002122416,0.0001253069,0.0000293936,0.00001891218,0.001096096],"genre_scores_gemma":[0.9979451,0.000001289613,0.00006830067,0.0008423377,0.001057784,0.0000112007,0.000004576356,0.00002324164,0.00004619066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6217527,"threshold_uncertainty_score":0.4126785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444367684961618,"score_gpt":0.228100139806212,"score_spread":0.2136564629565959,"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."}}