{"id":"W4408223330","doi":"10.23919/usnc-ursinrsm66067.2025.10907125","title":"Evidence for Uncorrected Gain Factors in Galactic Synchrotron Template Maps","year":2025,"lang":"en","type":"article","venue":"","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Synchrotron; Physics; 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":[0.0001189246,0.0001386043,0.0001635287,0.0001393856,0.00003536353,0.00003817113,0.0001209902,0.00006545275,0.00004593785],"category_scores_gemma":[0.0001307272,0.0001278737,0.00004741285,0.0004201476,0.00001464464,0.0002177157,0.00001376592,0.0001167365,0.0000118035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189414,"about_ca_system_score_gemma":0.00003514087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001108738,"about_ca_topic_score_gemma":0.000518011,"domain_scores_codex":[0.999175,0.00001791008,0.0002128564,0.0001697078,0.00006663086,0.0003578975],"domain_scores_gemma":[0.9994675,0.0002771582,0.00001385446,0.0001682388,0.0000230266,0.00005021944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002699257,0.0001498813,0.5567284,0.0005916362,0.0002197772,0.00001712832,0.0004230246,0.06589151,0.3035764,0.005274743,0.05144425,0.0154134],"study_design_scores_gemma":[0.001605789,0.0001549858,0.08579526,0.0003939308,0.00005158053,0.000001668167,0.0002660293,0.3238009,0.5817379,0.001360105,0.004179917,0.000651938],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822579,0.0003763839,0.01445812,0.00009596495,0.0003292113,0.0003664693,0.000003686323,0.0002954881,0.00181679],"genre_scores_gemma":[0.9991801,0.00004277467,0.0002939847,0.00004893262,0.00001661757,0.00007589319,0.000004944818,0.00001664655,0.0003200884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4709331,"threshold_uncertainty_score":0.521454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0391606631356534,"score_gpt":0.2859719956705758,"score_spread":0.2468113325349224,"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."}}