{"id":"W4388843639","doi":"10.48550/arxiv.2311.10573","title":"The WHaD diagram: Classifying the ionizing source with one single emission line","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":0,"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; 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; Ionizing radiation; Galaxy; Emission spectrum; Diagram; Line (geometry); Spectral line; Astronomy; Statistics; Mathematics; Nuclear physics; Geometry; Irradiation","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":[0.0009521078,0.0006710079,0.000445916,0.007741364,0.0007461041,0.002060846,0.001074298,0.0008978624,0.004568678],"category_scores_gemma":[0.003083195,0.0001791545,0.0004332332,0.001848706,0.0008998433,0.003018243,0.001747387,0.000570522,0.001354804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004577041,"about_ca_system_score_gemma":0.0006842157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001944682,"about_ca_topic_score_gemma":0.001410141,"domain_scores_codex":[0.9992164,0.0001567471,0.00009262786,0.0001855252,0.0002392396,0.0001093865],"domain_scores_gemma":[0.9981828,0.0006689161,0.0002912804,0.0001555255,0.000487502,0.0002139538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001224104,0.0002649845,0.2941269,0.001161965,0.0002465932,0.001669377,0.00169231,0.008156999,0.03043038,0.113918,0.0213206,0.5257878],"study_design_scores_gemma":[0.000276453,0.0008022891,0.2138845,0.000655585,0.0005239669,0.01045385,0.004493748,0.1390587,0.04551368,0.2260022,0.3579312,0.000403828],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2436728,0.003250617,0.6861649,0.0008408739,0.0005390761,0.0006508192,0.00622776,0.003115552,0.0555376],"genre_scores_gemma":[0.6499187,0.0008845959,0.3368506,0.0002698147,0.0002713218,0.000281966,0.004864772,0.0002465236,0.006411769],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007741364,"threshold_uncertainty_score":0.0152837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337328583829225,"score_gpt":0.2080688492762194,"score_spread":0.07433599089329687,"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."}}