{"id":"W4379925216","doi":"10.1017/pasa.2023.29","title":"Hydra II: Characterisation of Aegean, Caesar, ProFound, PyBDSF, and Selavy source finders","year":2023,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of Australia","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Canadian Institute for Theoretical Astrophysics; University of Toronto; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Universidad de Guanajuato; Narodowym Centrum Nauki; Tsinghua University; University of the Western Cape; China Postdoctoral Science Foundation; Canada Research Chairs; Science and Technology Facilities Council; National Research Foundation; Leverhulme Trust; Universities Space Research Association; Commonwealth Scientific and Industrial Research Organisation; Australian Government; University of Minnesota; Department of Science and Innovation, South Africa; Canadian Space Agency; Government of Western Australia; University of Pretoria; University of Cape Town; Science and Industry Endowment Fund; National Science Foundation","keywords":"Lernaean Hydra; Declination; Physics; Sky; Software; Completeness (order theory); Computer science; Astronomy; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002019762,0.000126886,0.0002476352,0.00006482109,0.0001639027,0.00001583034,0.0003966386,0.00007779888,0.0001118719],"category_scores_gemma":[0.00001174993,0.0001129988,0.0002386377,0.0004509514,0.00047117,0.0002018151,0.0002073936,0.0001638531,0.000005116747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002777489,"about_ca_system_score_gemma":0.0000663469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053745,"about_ca_topic_score_gemma":0.000002534453,"domain_scores_codex":[0.9989718,0.00002599971,0.0004562089,0.0002077886,0.0001149795,0.0002231825],"domain_scores_gemma":[0.9988636,0.00005421413,0.0004726117,0.0004530677,0.0001078442,0.00004869509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004722332,0.0001547501,0.9688004,0.0000240019,0.0001922136,5.382709e-10,0.0003755554,0.0009029924,0.00499963,0.0151387,0.005998781,0.003408231],"study_design_scores_gemma":[0.0003531353,0.00003941148,0.9837645,0.00001465256,0.00004530515,1.025836e-7,0.0006786894,0.002680575,0.006897142,0.001248922,0.004177861,0.00009970624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910553,0.000004307095,0.002161491,0.006274077,0.00004793534,0.0002920206,0.00009541958,0.00003336397,0.00003606738],"genre_scores_gemma":[0.993988,0.000001140073,0.00432156,0.000002799821,0.00004700903,0.00004964508,0.0001039748,0.00001183064,0.001474066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01496408,"threshold_uncertainty_score":0.4607957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854366508535821,"score_gpt":0.2568376974327052,"score_spread":0.228294032347347,"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."}}