{"id":"W4243447605","doi":"10.1039/b314153p","title":"Atomic spectrometry update. Industrial analysis: metals, chemicals and advanced materials","year":2003,"lang":"en","type":"article","venue":"Journal of Analytical Atomic Spectrometry","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Mint (Canada)","funders":"","keywords":"Mass spectrometry; Atomic spectroscopy; Environmental chemistry; Chemistry; Chromatography; Spectroscopy; 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":[0.005805966,0.002073695,0.001457574,0.007413793,0.001325596,0.002011739,0.003569635,0.005443468,0.008859271],"category_scores_gemma":[0.005567329,0.0009816946,0.0008153707,0.003908535,0.0009184679,0.002621729,0.001495498,0.003661295,0.01169202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303072,"about_ca_system_score_gemma":0.004759345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009961011,"about_ca_topic_score_gemma":0.0314293,"domain_scores_codex":[0.9963239,0.000425209,0.0003343029,0.000239773,0.002527188,0.0001495345],"domain_scores_gemma":[0.9885958,0.00165439,0.0007623438,0.000469633,0.007795346,0.0007224974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001525713,0.000158205,0.0009607077,0.001403453,0.00004049655,0.0004251401,0.00006044422,0.0001542691,0.00531789,0.001014594,0.6758274,0.3144848],"study_design_scores_gemma":[0.00001206455,0.00005589289,0.0009775285,0.0001083703,0.00003733342,0.0008375738,0.00002456187,0.0001011106,0.002055121,0.0001892925,0.9955903,0.000010957],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.005788911,0.6957604,0.03192714,0.05074846,0.07233403,0.0005819543,0.00791044,0.007155307,0.1277935],"genre_scores_gemma":[0.02533724,0.5343104,0.06468993,0.04892578,0.03701091,0.0005818296,0.02311352,0.000925843,0.2651046],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009961011,"threshold_uncertainty_score":0.03070527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127358349443008,"score_gpt":0.2870206006713722,"score_spread":0.2657470171769421,"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."}}