{"id":"W2022122241","doi":"10.1002/mas.20311","title":"Mass spectrometry with accelerators","year":2010,"lang":"en","type":"article","venue":"Mass Spectrometry Reviews","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto","funders":"","keywords":"Accelerator mass spectrometry; Isobar; Chemistry; Mass spectrometry; Tandem accelerator; Nuclear physics; Ion source; Ion; Physics; Nucleon; Chromatography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.001133482,0.0004298073,0.0008331042,0.0002810816,0.0002039189,0.0001019002,0.0009649894,0.0001784751,0.06885076],"category_scores_gemma":[0.0002075942,0.0003168247,0.0002455408,0.002650589,0.0003337435,0.000351831,0.000189089,0.0008956932,0.01018282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002889404,"about_ca_system_score_gemma":0.00002005457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004446418,"about_ca_topic_score_gemma":0.000413945,"domain_scores_codex":[0.9969854,0.0001754092,0.0006226359,0.000849901,0.0005199544,0.0008467068],"domain_scores_gemma":[0.9980395,0.00008647609,0.0003420115,0.001261747,0.00001371159,0.0002565623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002105059,0.000170504,0.4275483,0.00003398965,0.00008634438,0.00008197591,0.00004614578,0.0000149592,0.5543451,0.001528753,0.01100593,0.005116949],"study_design_scores_gemma":[0.0009173193,0.0007228912,0.1306344,0.00003121622,0.0002990612,0.0001778496,0.00006509273,0.0001626483,0.03700993,0.004313717,0.8241949,0.001470948],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6253164,0.001105373,0.01105012,0.001255395,0.0008054101,0.001357605,0.000007681074,0.0002271781,0.3588749],"genre_scores_gemma":[0.7540857,0.001468341,0.2353222,0.00127219,0.0004812107,0.0001610782,0.00001658519,0.00009987842,0.007092788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.813189,"threshold_uncertainty_score":0.9999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210273679363827,"score_gpt":0.246661179405476,"score_spread":0.2345584426118378,"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."}}