{"id":"W3205946237","doi":"10.23919/ursigass51995.2021.9560600","title":"An End-to-End Verification of Pulsar Search Signal Chain for Square Kilometre Array Mid Central Signal Processor","year":2021,"lang":"en","type":"article","venue":"","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Herzberg Institute of Astrophysics","funders":"","keywords":"Pulsar; SIGNAL (programming language); Physics; Computer science; Beamforming; Acoustics; Electronic engineering; Astrophysics; Telecommunications; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001419077,0.0001484622,0.0002308873,0.0001421107,0.0001202648,0.00004582966,0.00023206,0.00006055029,0.002274444],"category_scores_gemma":[0.000005120035,0.000148194,0.0001031077,0.0005245931,0.00005319281,0.0001791265,0.00002040653,0.0001197315,0.000009037948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003374101,"about_ca_system_score_gemma":0.0002429926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009714399,"about_ca_topic_score_gemma":0.00001485543,"domain_scores_codex":[0.9987329,0.00003661485,0.0003000211,0.0003781528,0.000157139,0.0003952],"domain_scores_gemma":[0.9991373,0.00005013702,0.00008360107,0.0003089037,0.0002953146,0.0001247802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001049937,0.001440201,0.1585064,0.0001169445,0.0002347955,0.000001246486,0.0007459543,0.003803443,0.4903717,0.1019022,0.0004718736,0.2423002],"study_design_scores_gemma":[0.0007558999,0.0003657794,0.01913404,0.00002102003,0.00003183038,7.945796e-7,0.002801116,0.00410867,0.9643191,0.0014214,0.006782124,0.000258292],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5779725,0.00001836766,0.4196393,0.0008098526,0.00004095225,0.0004150873,0.0002628585,0.00003460641,0.0008064026],"genre_scores_gemma":[0.9717116,4.028609e-7,0.02675734,0.00002583565,0.0001991628,0.000142387,0.0006452258,0.00002028384,0.0004978136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4739473,"threshold_uncertainty_score":0.9986376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01885846593406097,"score_gpt":0.2697018768029997,"score_spread":0.2508434108689387,"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."}}