{"id":"W4392165083","doi":"10.3847/1538-3881/ad2359","title":"On the Interpretation of XSPEC Abundances and Emission Measures","year":2024,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Interpretation (philosophy); Astronomy; Astrophysics","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":[0.002901357,0.0006790319,0.0003048911,0.002407328,0.0003763197,0.00296716,0.0009549268,0.0003955322,0.002745859],"category_scores_gemma":[0.01889451,0.0003236354,0.0004195213,0.002105264,0.0006996162,0.001575358,0.001310715,0.0006838546,0.0008908924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008204229,"about_ca_system_score_gemma":0.0002713297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001205208,"about_ca_topic_score_gemma":0.0004257437,"domain_scores_codex":[0.997541,0.0007991852,0.0002297717,0.000394852,0.0009404902,0.00009472019],"domain_scores_gemma":[0.9925259,0.002837257,0.001499639,0.001486582,0.001502885,0.0001477006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009963922,0.0001762273,0.1589654,0.0008052564,0.000517798,0.00108444,0.00126013,0.08116525,0.02645671,0.380204,0.02603637,0.3223321],"study_design_scores_gemma":[0.0001258487,0.0001586184,0.1831284,0.0005084233,0.00009506885,0.001761662,0.0007058051,0.3699213,0.06584138,0.2236608,0.1539267,0.0001659729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3420505,0.001591427,0.5606822,0.001818948,0.0004233855,0.0001445285,0.007345825,0.01788471,0.0680586],"genre_scores_gemma":[0.8651842,0.0003648102,0.1247205,0.0004906678,0.0001784485,0.0001285603,0.003866849,0.002923714,0.002142129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00296716,"threshold_uncertainty_score":0.01534402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224190147753474,"score_gpt":0.2225451802889852,"score_spread":0.2103032788114504,"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."}}