{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003201144,0.0004570627,0.0005130859,0.004946223,0.0004790777,0.001242204,0.001043753,0.0003234448,0.002262242],"category_scores_gemma":[0.007626148,0.0003446895,0.0006648524,0.002034647,0.0006841397,0.001236437,0.001957715,0.0003365157,0.0009204342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007651355,"about_ca_system_score_gemma":0.0008193373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01321888,"about_ca_topic_score_gemma":0.01177802,"domain_scores_codex":[0.9987464,0.0001330892,0.000137835,0.0003072666,0.0005127036,0.0001626252],"domain_scores_gemma":[0.994113,0.002395444,0.0008050525,0.001002118,0.001037354,0.0006470436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009095024,0.00008497771,0.8264452,0.0003530114,0.0004371675,0.0004063154,0.002223763,0.02228225,0.01667228,0.00290971,0.007228194,0.1200477],"study_design_scores_gemma":[0.0001516076,0.000304941,0.8326979,0.00008903264,0.0001485506,0.001119496,0.001421851,0.1123623,0.03194537,0.001902134,0.0177257,0.0001310703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717975,0.0002893354,0.01120141,0.0001124398,0.00002091749,0.0001284636,0.008441245,0.003412433,0.004596283],"genre_scores_gemma":[0.9504485,0.000111798,0.03218276,0.00003661503,0.00001416882,0.00006211035,0.01484,0.0006284833,0.001675657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321888,"threshold_uncertainty_score":0.02628386,"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."}}