{"id":"W2154512186","doi":"10.1238/physica.regular.070a00021","title":"Classification of the Nickel-Like Silver Spectrum (Ag XX) from a Fast Capillary Discharge Plasma","year":2004,"lang":"en","type":"article","venue":"Physica Scripta","topic":"Atomic and Molecular Physics","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Defense Advanced Research Projects Agency; W. M. Keck Foundation; Killam Trusts; Colorado State University; Deutscher Akademischer Austauschdienst; National Science Foundation","keywords":"Nickel; Plasma; Capillary action; Materials science; Spectrum (functional analysis); Atomic physics; Analytical Chemistry (journal); Physics; Chemistry; Metallurgy; Chromatography; Composite material; Nuclear physics","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":[0.0001693933,0.0002548156,0.0001532514,0.0006214292,0.0003517847,0.0003587691,0.0003473807,0.000419387,0.001143588],"category_scores_gemma":[0.0003630948,0.0001445851,0.0001955969,0.0003530777,0.0003738685,0.0001588786,0.0002303321,0.0003786823,0.0002004023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002269252,"about_ca_system_score_gemma":0.0001519648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007489317,"about_ca_topic_score_gemma":0.0006366264,"domain_scores_codex":[0.9998806,0.000009868483,0.000003825552,0.00002754246,0.00005408238,0.00002405574],"domain_scores_gemma":[0.9997279,0.00007733649,0.00004076205,0.00002695824,0.00009219132,0.00003474925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002124949,0.00001156487,0.001688223,0.00004655801,0.00000518237,0.0001820374,0.00009313205,0.00007864314,0.9923051,0.0002507446,0.00007097468,0.005055386],"study_design_scores_gemma":[0.00002469665,0.0002668531,0.03223035,0.00000953312,0.0000196094,0.001154243,0.0001225455,0.003348853,0.960938,0.0005216585,0.001350934,0.00001275305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920747,0.0002654137,0.005257685,0.0000385877,0.00001079162,0.00001545363,0.00007575233,0.0000789671,0.002182564],"genre_scores_gemma":[0.9948672,0.0001427772,0.003765601,0.00001708597,0.000005078733,0.00001430041,0.0001689758,0.00002448033,0.0009944118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001143588,"threshold_uncertainty_score":0.003825665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025874989333883,"score_gpt":0.2146721324145592,"score_spread":0.2044133825212204,"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."}}