{"id":"W4322739738","doi":"10.3847/1538-4365/acb0d2","title":"CLASS Survey Description: Coronal-line Needles in the SDSS Haystack","year":2023,"lang":"en","type":"article","venue":"The Astrophysical Journal Supplement Series","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Brookhaven National Laboratory; University of Portsmouth; University of California, Los Angeles; Carnegie Mellon University; Office of Science; Princeton University; University of Washington; Alfred P. Sloan Foundation; Johns Hopkins University; College of Engineering, Michigan State University; Goddard Space Flight Center; Harvard University; New Mexico State University; Oak Ridge Associated Universities; Yale University; Vanderbilt University; George Mason University; Ohio State University; York University; National Science Foundation; U.S. Department of Energy; California Institute of Technology; National Aeronautics and Space Administration; Jet Propulsion Laboratory","keywords":"Haystack; Coronal plane; Class (philosophy); Line (geometry); Astrophysics; Physics; Astronomy; Computer science; Medicine; Artificial intelligence; Mathematics; Geometry; Anatomy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000989287,0.001079125,0.0007894506,0.003960837,0.0007894254,0.001916612,0.001478101,0.0008130517,0.1572675],"category_scores_gemma":[0.004558805,0.000568344,0.0006518976,0.004366976,0.0001514457,0.002365826,0.001724946,0.0008650664,0.1182182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007353033,"about_ca_system_score_gemma":0.001243779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334255,"about_ca_topic_score_gemma":0.01595695,"domain_scores_codex":[0.9993097,0.00004382796,0.00007532429,0.0001903628,0.0002492521,0.0001316449],"domain_scores_gemma":[0.9969176,0.0004934922,0.0003179169,0.0009518029,0.0008588529,0.0004602899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001169594,0.00006481483,0.009237118,0.0002616596,0.00001949228,0.00004758462,0.00006658915,0.0003057191,0.0005199009,0.001470172,0.9482596,0.03963039],"study_design_scores_gemma":[0.0001219954,0.00003317899,0.0186302,0.0001082791,0.0000108208,0.0001001216,0.0001535342,0.002586348,0.001129386,0.002618337,0.9744645,0.00004318134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.004338364,0.000105117,0.007338406,0.0003020683,0.0001249919,0.0003037461,0.918022,0.04921145,0.02025383],"genre_scores_gemma":[0.01349697,0.0001680233,0.01306847,0.0003578409,0.00007784962,0.0004144149,0.9530935,0.005988404,0.01333446],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1572675,"threshold_uncertainty_score":0.5261123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04078800471500456,"score_gpt":0.2473794252732854,"score_spread":0.2065914205582808,"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."}}