{"id":"W4399476055","doi":"10.1093/mnras/stae1309","title":"The UTMOST-NS: a fully digital, wide-field transient search facility operating at a centre frequency of 831 MHz","year":2024,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Division of Arctic Sciences; Mt. Cuba Astronomical Foundation","keywords":"Physics; Observatory; Radio telescope; Pulsar; Telescope; Digital signal processing; Interferometry; Remote sensing; Computer hardware; Optics; Astronomy; Computer science; Geology","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":[0.0003876772,0.0001527412,0.0002001182,0.000004895464,0.0003133533,0.0001634079,0.0004960434,0.00006347484,0.0001755119],"category_scores_gemma":[0.00005669548,0.00008642604,0.0004323794,0.0001041767,0.0002287359,0.0001254357,0.00007461978,0.0002529212,0.00003234782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001916294,"about_ca_system_score_gemma":0.00008404934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002637005,"about_ca_topic_score_gemma":0.0009042873,"domain_scores_codex":[0.9985518,0.00008079432,0.0003506204,0.0002726675,0.0003924842,0.0003516664],"domain_scores_gemma":[0.9990154,0.0004993852,0.00007203002,0.0002753797,0.00004375263,0.00009405593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004871314,0.00006568034,0.6155576,0.0001135785,0.0002037648,2.820411e-7,0.001718809,0.3615161,0.0001061511,0.00001315082,0.0007541179,0.01990214],"study_design_scores_gemma":[0.0002839058,0.0001674884,0.5882455,0.0001013142,0.00006432694,2.237184e-8,0.001130302,0.4066831,0.0009522958,0.00009239348,0.002094611,0.0001847896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958964,0.0006459769,0.00002278595,0.001565139,0.0002375383,0.0002518693,0.000531673,0.00001365122,0.0008349775],"genre_scores_gemma":[0.999307,6.785526e-7,0.0002533492,0.00003249502,0.0000420509,0.000001170864,0.00002888268,0.000003312677,0.0003310532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04516706,"threshold_uncertainty_score":0.3986381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298913918985628,"score_gpt":0.1994862244193648,"score_spread":0.1864970852295085,"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."}}