{"id":"W4389371031","doi":"10.1051/0004-6361/202347711","title":"WHaD diagram: Classifying the ionizing source with one single emission line","year":2023,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Instituto de Astrofísica de Andalucía; Ministério da Ciência, Tecnologia e Inovação; Vanderbilt University; Consejo Nacional de Ciencia y Tecnología; University of Oxford; York University; Ministerio de Educación y Ciencias; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Ministerio de Ciencia e Innovación; Carnegie Institution of Washington; University of Utah; Ohio State University; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of Portsmouth; Yale University; Max-Planck-Institut für Astrophysik","keywords":"Physics; Astrophysics; Diagram; Line (geometry); Emission spectrum; Ionizing radiation; Astronomy; Spectral line; Nuclear physics; Irradiation; Geometry","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":[0.0009981713,0.0006638374,0.0003819964,0.006900259,0.0007144082,0.00166575,0.001071566,0.0009201948,0.004534762],"category_scores_gemma":[0.004039919,0.0001475737,0.0004007488,0.001529985,0.0008840566,0.002671095,0.001877229,0.0006160549,0.0009993312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004644492,"about_ca_system_score_gemma":0.0006148616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001633753,"about_ca_topic_score_gemma":0.001608979,"domain_scores_codex":[0.9992286,0.0001770579,0.00009836074,0.0001840219,0.0002171827,0.00009482797],"domain_scores_gemma":[0.9978285,0.0008512601,0.0004090066,0.0001765844,0.0004790339,0.00025564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001113041,0.0002220344,0.3714229,0.001672576,0.0002631984,0.001996939,0.001979602,0.006313963,0.02553045,0.1135569,0.02434489,0.4515835],"study_design_scores_gemma":[0.0001981612,0.0006061582,0.2663934,0.0009155177,0.0005368733,0.01122806,0.004220911,0.08995046,0.03198122,0.1856487,0.4080546,0.0002659303],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3456655,0.006558356,0.5554213,0.001795258,0.001230626,0.0008821994,0.01128612,0.003326632,0.073834],"genre_scores_gemma":[0.7448985,0.0008604965,0.2434991,0.0003614102,0.0003766163,0.0002603835,0.005387909,0.0001705896,0.004185041],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006900259,"threshold_uncertainty_score":0.01517028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486013063561184,"score_gpt":0.2204389118391696,"score_spread":0.1955787812035578,"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."}}