{"id":"W4224238386","doi":"10.3847/1538-4357/ac5cc5","title":"A Comparative Analysis to Deal with Missing Spectral Information Caused by RFI in Cosmological H i 21 cm Observations","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Missing data; Theoretical physics; Physics; Astrophysics; Statistical physics; Econometrics; Mathematics; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004460379,0.0007916842,0.0005126396,0.001564014,0.0005781915,0.0007681531,0.0009053951,0.001173553,0.0006658336],"category_scores_gemma":[0.01374725,0.0002793031,0.0009276991,0.0007949766,0.0005184643,0.0009493133,0.0007680579,0.0005926554,0.0003120248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004537522,"about_ca_system_score_gemma":0.0006680758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006180626,"about_ca_topic_score_gemma":0.00711314,"domain_scores_codex":[0.9986252,0.0005521111,0.0000764373,0.0002010433,0.0004267035,0.0001186381],"domain_scores_gemma":[0.9907922,0.005803967,0.0006797704,0.0009900028,0.001508118,0.0002260487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002999981,0.000521243,0.1029675,0.0004908209,0.001139913,0.0005969712,0.0006221973,0.4894069,0.05697393,0.003590558,0.003778632,0.3369113],"study_design_scores_gemma":[0.00007924011,0.0002900919,0.06660537,0.00003200973,0.0002093213,0.0002155552,0.0001919132,0.9044864,0.02519159,0.001055611,0.001582822,0.00005994708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7959534,0.001105037,0.1978609,0.000445361,0.00008385402,0.00007122158,0.0003653984,0.002122177,0.00199254],"genre_scores_gemma":[0.832862,0.0001831492,0.1646553,0.00015563,0.000058127,0.00003659718,0.001187091,0.0002030661,0.000659088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006180626,"threshold_uncertainty_score":0.02358902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048378054916638,"score_gpt":0.2466924665675337,"score_spread":0.2262086860183673,"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."}}