{"id":"W2580321975","doi":"10.1039/c6an02056a","title":"Thermal source Fourier transform infrared microtomography applied to Arctic sea ice diatoms","year":2017,"lang":"en","type":"article","venue":"The Analyst","topic":"thermodynamics and calorimetric analyses","field":"Chemistry","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruker (Canada); University of Winnipeg; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of California, San Francisco; Aboriginal Affairs and Northern Development Canada; U.S. Forest Service; National Science Foundation","keywords":"Fourier transform infrared spectroscopy; Materials science; Diatom; Optics; Geology; Environmental science; Physics; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0002656905,0.0002490575,0.0003280492,0.0001288558,0.0007601969,0.0002645128,0.001294889,0.000109549,0.0006086968],"category_scores_gemma":[0.00003219858,0.0001726852,0.0003698407,0.0003261595,0.0001665406,0.00008020283,0.000129801,0.0002675382,0.0001247695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004412665,"about_ca_system_score_gemma":0.00003041423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009173115,"about_ca_topic_score_gemma":0.0001204225,"domain_scores_codex":[0.9986406,0.00001605086,0.0002699295,0.0003318991,0.0003328022,0.0004087005],"domain_scores_gemma":[0.9979684,0.00008149496,0.0001911055,0.001519529,0.00006578188,0.0001736319],"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":[0.001474087,0.0009039549,0.07998903,0.0005060545,0.008914996,0.00008011349,0.007195843,0.003455734,0.5891652,0.005280965,0.00413145,0.2989026],"study_design_scores_gemma":[0.009901884,0.0002779635,0.1071596,0.0003987285,0.009282965,0.00004885078,0.007757763,0.03950961,0.3540747,0.01451073,0.4503374,0.006739775],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8627721,0.0001897148,0.003724981,0.0006161272,0.00004360555,0.0001702854,0.00004300042,0.00008015383,0.13236],"genre_scores_gemma":[0.9943416,0.00002403208,0.0001202999,0.000306993,0.0002557015,0.00005361299,0.00002119746,0.00004202368,0.004834501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4462059,"threshold_uncertainty_score":0.7041898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00976201368064834,"score_gpt":0.2346885735347796,"score_spread":0.2249265598541313,"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."}}