{"id":"W3206560970","doi":"10.30744/brjac.2179-3425.editorial.vgmihucz.n33","title":"Quo vadis Spectroscopy?","year":2021,"lang":"en","type":"article","venue":"Brazilian Journal of Analytical Chemistry","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IONICS Mass Spectrometry (Canada)","funders":"Magyar Tudományos Akadémia","keywords":"Graphite furnace atomic absorption; Atomic spectroscopy; Chemistry; Spectroscopy; Atomic absorption spectroscopy; Analytical Chemistry (journal); Mass spectrometry; Elemental analysis; Detection limit; Inorganic chemistry; Environmental chemistry; Chromatography; 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":[0.004485067,0.0006464759,0.0006013276,0.001122327,0.003336249,0.007456037,0.001421001,0.005484276,0.03588488],"category_scores_gemma":[0.009078022,0.0002987871,0.0003800466,0.001091815,0.01129492,0.008188069,0.004058462,0.007295971,0.01890785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003560367,"about_ca_system_score_gemma":0.002638752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005627,"about_ca_topic_score_gemma":0.002098395,"domain_scores_codex":[0.9959881,0.001468553,0.0001526215,0.0009913571,0.001057611,0.0003417339],"domain_scores_gemma":[0.9972761,0.0008058533,0.0002757459,0.0005469671,0.000745122,0.0003502212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006266326,0.00002795342,0.0004993438,0.0003280835,0.00001617224,0.0001998992,0.001152146,0.00007222835,0.0007631938,0.6791649,0.2093585,0.1083549],"study_design_scores_gemma":[0.000005916303,0.00001235967,0.000131524,0.0002078082,0.000003643243,0.0001855166,0.0003182899,0.00006746408,0.000230803,0.08502302,0.913803,0.00001054231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002864035,0.09867205,0.01519414,0.3547652,0.07225386,0.00007596645,0.0004553421,0.0006197047,0.4550997],"genre_scores_gemma":[0.1622266,0.0917848,0.02044092,0.2033503,0.05251354,0.0004666987,0.0007354156,0.001017963,0.4674638],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03588488,"threshold_uncertainty_score":0.1200469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01046475267319136,"score_gpt":0.2760091304370855,"score_spread":0.2655443777638941,"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."}}