{"id":"W4313036488","doi":"10.1525/elementa.2021.00094","title":"FTIR autecological analysis of bottom-ice diatom taxa across a tidal strait in the Canadian Arctic","year":2022,"lang":"en","type":"article","venue":"Elementa Science of the Anthropocene","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Korea Institute of Marine Science and Technology promotion; Marine Environmental Observation Prediction and Response Network; Western Economic Diversification Canada; Polar Knowledge Canada; University of Manitoba; Ministry of Oceans and Fisheries; Canada Excellence Research Chairs, Government of Canada; Korea Polar Research Institute; Research Manitoba","keywords":"Oceanography; Diatom; Sea ice; Arctic; Nitzschia; Environmental science; Arctic ice pack; Nutrient; Geology; Phytoplankton; Ecology; Biology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002525817,0.0001122972,0.0002277084,0.0002099432,0.001583094,0.00004950742,0.001759712,0.00002612514,0.005281808],"category_scores_gemma":[0.0001229287,0.00006731966,0.0001317453,0.00381327,0.001899024,0.0001739653,0.000145025,0.0003026231,0.000004994742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025586,"about_ca_system_score_gemma":0.0006712917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3680681,"about_ca_topic_score_gemma":0.5392069,"domain_scores_codex":[0.9975833,0.0001897447,0.0003504319,0.0002917366,0.00100315,0.0005816659],"domain_scores_gemma":[0.9990644,0.0001549344,0.000230868,0.0003923749,0.00005759112,0.00009983725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001239595,0.00006452134,0.9877228,0.000006380294,0.00004612555,0.000007398055,0.001445507,0.007822317,0.00005248916,0.0003394277,0.00006081837,0.002419795],"study_design_scores_gemma":[0.0001475147,0.0001511528,0.9741228,0.000004153014,0.00008155907,0.00000814814,0.008146866,0.0166401,0.00006637947,0.0003150987,0.0002228634,0.00009341128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952968,0.00003066798,0.000006370745,0.002893514,0.0002331433,0.0002030148,0.0004698784,0.000004062412,0.0008625654],"genre_scores_gemma":[0.9989601,0.00001565914,0.0002982764,0.0006464805,0.00001387396,0.000002914747,0.00003158889,0.00000171043,0.00002940925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1711387,"threshold_uncertainty_score":0.9997167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456586140972682,"score_gpt":0.2663414518717723,"score_spread":0.2517755904620455,"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."}}