{"id":"W4404069396","doi":"10.1063/5.0214771","title":"Toward electron temperature profiles in hot-dense plasmas from x-ray spectral ensembles","year":2024,"lang":"en","type":"article","venue":"Physics of Plasmas","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Princeton Plasma Physics Laboratory; Fusion Energy Sciences","keywords":"Physics; Plasma; Laser; Electron temperature; Line (geometry); Spectrometer; Electron; Plasma diagnostics; Radiative transfer; Intensity (physics); Computational physics; Atomic physics; Optics; Nuclear physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006220864,0.0002923735,0.0002659715,0.0007798118,0.000292507,0.0007126786,0.0005487574,0.000322593,0.000630594],"category_scores_gemma":[0.002130416,0.0002950449,0.0003153888,0.0005001258,0.0004013519,0.001006473,0.0006056972,0.0006367881,0.0001832783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004881451,"about_ca_system_score_gemma":0.0002967264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022919,"about_ca_topic_score_gemma":0.001457513,"domain_scores_codex":[0.9998469,0.00003247804,0.000006794277,0.00004918807,0.00004675171,0.00001785224],"domain_scores_gemma":[0.9994454,0.0001799629,0.0001297295,0.000100887,0.0001044302,0.00003951765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005949463,0.000212039,0.07638748,0.0001515103,0.0002014428,0.0003884428,0.000954115,0.4315783,0.4055994,0.01771952,0.001319063,0.06489362],"study_design_scores_gemma":[0.00001125286,0.00005205271,0.01296018,0.000009563186,0.00001533393,0.0001747287,0.00008663344,0.9227802,0.05559558,0.00737687,0.0009098887,0.00002769457],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6055477,0.0001826375,0.3911082,0.0001360091,0.00001492519,0.00003325978,0.0003474604,0.001066434,0.001563523],"genre_scores_gemma":[0.95184,0.0001339447,0.04706669,0.00003301278,0.00001188834,0.0000253273,0.000442557,0.0001310818,0.0003154023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001022919,"threshold_uncertainty_score":0.003541768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0117975182275662,"score_gpt":0.2235898745097608,"score_spread":0.2117923562821946,"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."}}