{"id":"W2095015849","doi":"10.1016/s1044-0305(02)00365-3","title":"Matrix methods for the calculation of stability diagrams in quadrupole mass spectrometry","year":2002,"lang":"en","type":"article","venue":"Journal of the American Society for Mass Spectrometry","topic":"Mass Spectrometry Techniques and Applications","field":"Chemistry","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Chemistry; Quadrupole; Diagram; Amplitude; Excitation; Quadrupole mass analyzer; Stability (learning theory); Ion; Atomic physics; Quadrupole ion trap; Matrix (chemical analysis); Computational physics; Physics; Ion trap; Optics; Quantum mechanics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002869574,0.001589181,0.001111604,0.002755884,0.001073133,0.001516663,0.002174896,0.001097922,0.01514046],"category_scores_gemma":[0.005794554,0.0008570358,0.001071868,0.002512237,0.0009344109,0.001573639,0.001772557,0.003207465,0.007317546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077859,"about_ca_system_score_gemma":0.00137103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758221,"about_ca_topic_score_gemma":0.002371511,"domain_scores_codex":[0.9983497,0.0006995216,0.000108555,0.00008884908,0.0007056303,0.00004781429],"domain_scores_gemma":[0.9972601,0.001630837,0.0001415791,0.000246274,0.0006399276,0.00008122919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009617422,0.0001888056,0.0004254019,0.0014793,0.0001760995,0.0003829728,0.0004673604,0.1083408,0.0141137,0.5885184,0.02238621,0.2634248],"study_design_scores_gemma":[0.00007755536,0.0001093082,0.0003800054,0.0002653096,0.0000358992,0.0003255033,0.0001077867,0.5809128,0.005820682,0.3191957,0.09267257,0.00009690021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007083699,0.001330533,0.9938141,0.000130365,0.0001487893,0.0001061309,0.0001125582,0.0008785973,0.00277053],"genre_scores_gemma":[0.009424688,0.001254808,0.9842969,0.00008757021,0.000152541,0.0006124579,0.0001877978,0.0006769125,0.003306454],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01514046,"threshold_uncertainty_score":0.05064982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797288325630453,"score_gpt":0.3445800358323192,"score_spread":0.3166071525760147,"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."}}