{"id":"W4240170027","doi":"10.1039/c5ja90017d","title":"Atomic spectrometry update: review of advances in atomic spectrometry and related techniques","year":2015,"lang":"en","type":"article","venue":"Journal of Analytical Atomic Spectrometry","topic":"Analytical chemistry methods development","field":"Chemistry","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ambrose University","funders":"","keywords":"Atomic spectroscopy; Atomic absorption spectroscopy; Mass spectrometry; Atomic mass; Analytical Chemistry (journal); Chemistry; Environmental chemistry; Spectroscopy; Atomic physics; Physics; 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":[0.003879857,0.0007473922,0.002683109,0.00151171,0.00005287858,0.00006284859,0.001084031,0.0005262803,0.003040853],"category_scores_gemma":[0.003278848,0.0006584405,0.0006623547,0.00340219,0.0005733438,0.000607967,0.0003793791,0.002148866,0.00004572496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002038389,"about_ca_system_score_gemma":0.0007872293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001134107,"about_ca_topic_score_gemma":0.000002035351,"domain_scores_codex":[0.9928434,0.0002040632,0.003526679,0.0008211992,0.0016025,0.001002176],"domain_scores_gemma":[0.9952046,0.0007215472,0.00179914,0.00079544,0.0005138267,0.0009654474],"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":[0.006698785,0.008088951,0.3075095,0.05534014,0.009292853,0.009260054,0.0008163977,0.00001484455,0.4782255,0.06248043,0.02360739,0.03866521],"study_design_scores_gemma":[0.0115658,0.001515828,0.01152772,0.02879562,0.003201271,0.01378296,0.002034255,0.001916265,0.7611051,0.1347471,0.02521056,0.004597487],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8123313,0.137053,0.004294955,0.002458398,0.0002877404,0.0003132842,0.00004012954,0.0001544133,0.04306669],"genre_scores_gemma":[0.8151169,0.09279384,0.09023263,0.0003902945,0.0005139891,0.000006950784,0.00002283779,0.0001425688,0.0007800309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2959818,"threshold_uncertainty_score":0.9995867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569722348932526,"score_gpt":0.3125989423806089,"score_spread":0.2969017188912836,"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."}}