{"id":"W4255842095","doi":"10.1039/c8ja90039f","title":"Atomic spectrometry update: review of advances in the analysis of metals, chemicals and materials","year":2018,"lang":"en","type":"article","venue":"Journal of Analytical Atomic Spectrometry","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Mass spectrometry; Synchrotron; Materials science; Ceramic; Nanotechnology; Chemistry; Metallurgy; Chromatography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003651282,0.0003627499,0.002405176,0.0008513175,0.00003496372,0.00003180552,0.0009266202,0.0001964206,0.005903125],"category_scores_gemma":[0.00216892,0.000245665,0.0006314765,0.003734049,0.0006783081,0.0002077978,0.0001720757,0.0005377415,0.000007282214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002570378,"about_ca_system_score_gemma":0.0001721394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008087099,"about_ca_topic_score_gemma":0.000001987675,"domain_scores_codex":[0.995226,0.0001780223,0.002654158,0.0004075163,0.001068109,0.0004662213],"domain_scores_gemma":[0.9961474,0.001012361,0.001619469,0.00061347,0.0003955681,0.0002117179],"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":[0.0009304284,0.001268427,0.01485763,0.01081145,0.0107371,0.0001806568,0.0002423011,0.000002058705,0.9482198,0.009226824,0.001202631,0.002320624],"study_design_scores_gemma":[0.001043336,0.0001514148,0.007745263,0.002487127,0.007033861,0.0002999595,0.0004132642,0.0003011567,0.9735596,0.004652039,0.001821354,0.0004915857],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648004,0.02765519,0.002606393,0.000850026,0.00006000559,0.00008883033,0.00005340599,0.000009488548,0.00387628],"genre_scores_gemma":[0.9538304,0.02903696,0.01647849,0.0002867903,0.0002606125,0.000002014978,0.00001280259,0.00002437927,0.0000675417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02533978,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479631477048179,"score_gpt":0.3205026273997351,"score_spread":0.3057063126292533,"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."}}