{"id":"W2576006474","doi":"10.3847/1538-3881/153/3/98","title":"A Matched Filter Technique for Slow Radio Transient Detection and First Demonstration with the Murchison Widefield Array","year":2017,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"","keywords":"Transient (computer programming); Murchison meteorite; Computer science; Physics; Astronomy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002900982,0.0001379265,0.0001551597,0.00002970624,0.00149527,0.0002823059,0.0003427853,0.00004514344,0.00002943287],"category_scores_gemma":[0.000005074059,0.00007606029,0.00009215585,0.00002207614,0.0002462486,0.0002073237,0.00002174453,0.0003840483,0.000001586882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002630767,"about_ca_system_score_gemma":0.00003805155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003879454,"about_ca_topic_score_gemma":0.00004001372,"domain_scores_codex":[0.9993353,0.00003130631,0.0001899342,0.0001510971,0.00006087386,0.000231454],"domain_scores_gemma":[0.9992426,0.00008960433,0.0002442325,0.0003352885,0.00003394977,0.00005430112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001563415,0.0004509648,0.3503626,0.00002933365,0.001341748,0.000001440372,0.001844968,0.004163116,0.1260559,0.02466505,0.002714957,0.4868065],"study_design_scores_gemma":[0.007116183,0.001892666,0.7667734,0.0001683822,0.0006144492,0.000249017,0.003319376,0.007517873,0.1613686,0.01518453,0.03477542,0.001020111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4813804,0.000007290733,0.5123682,0.005772957,0.00004319802,0.0003041841,0.000005066328,0.000007396003,0.000111322],"genre_scores_gemma":[0.989669,0.000001076952,0.009694801,0.00001548233,0.0003717451,0.0001811278,0.000002390179,0.00001393436,0.00005047258],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5082886,"threshold_uncertainty_score":0.9998047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108073302279369,"score_gpt":0.2160741393169349,"score_spread":0.2052668090889981,"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."}}