{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003106597,0.0002151185,0.0002457654,0.0000185301,0.0001404457,0.00002904318,0.0003987892,0.00003589295,0.00008170462],"category_scores_gemma":[0.00000202543,0.0001656851,0.0002701308,0.0001925493,0.0001381095,0.0001580241,0.0001378657,0.0002040715,0.0001425197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000440906,"about_ca_system_score_gemma":0.0001269283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009289865,"about_ca_topic_score_gemma":0.00001304238,"domain_scores_codex":[0.9988744,0.0000398812,0.0002308612,0.0003296506,0.0002560299,0.0002691767],"domain_scores_gemma":[0.9990013,0.00001177801,0.0002090435,0.0006719157,0.00003644616,0.00006955485],"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":[0.00004715776,0.001022488,0.0119133,0.00001937965,0.0004281389,0.000001767125,0.002207742,0.0001809167,0.5011531,0.4637885,0.01491363,0.004323957],"study_design_scores_gemma":[0.004338695,0.000106723,0.08606401,0.0002138769,0.0004695408,0.000001972315,0.002628478,0.004322996,0.5749305,0.2698698,0.05575996,0.001293391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841233,0.00005130734,0.005060205,0.001071608,0.0006108666,0.0002781637,0.0001914144,0.00003096415,0.008582188],"genre_scores_gemma":[0.9979876,0.000002443031,0.0001540126,0.0001128074,0.0004705252,0.00002212407,0.0001113241,0.00003479068,0.001104369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1939187,"threshold_uncertainty_score":0.675644,"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."}}