{"id":"W2125685502","doi":"10.1111/j.1529-8817.2005.04049.x","title":"BENTHIC DIATOM AUTECOLOGY AND INFERENCE MODEL DEVELOPMENT FROM THE CANADIAN HIGH ARCTIC ARCHIPELAGO<sup>1</sup>","year":2005,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto","funders":"","keywords":"Diatom; Bay; Benthic zone; Arctic; Paleolimnology; Biology; Ecology; Archipelago; Oceanography; Nitzschia; Taxon; Canonical correspondence analysis; Fragilaria; Dissolved organic carbon; Nutrient; Habitat; Geology; Phytoplankton","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002440301,0.0006758522,0.0003821117,0.0004839503,0.000763945,0.0007511735,0.0009107869,0.0004924304,0.000991812],"category_scores_gemma":[0.005470979,0.0005253382,0.0003946368,0.0003369832,0.0002211645,0.0003204147,0.0005741371,0.0008621419,0.0002260433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002413386,"about_ca_system_score_gemma":0.003370467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4729838,"about_ca_topic_score_gemma":0.4667576,"domain_scores_codex":[0.9996932,0.0001094215,0.00002291271,0.00007823695,0.00005341202,0.00004293774],"domain_scores_gemma":[0.9983131,0.0009723806,0.00008449671,0.0000590151,0.0005151053,0.00005593366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00009942871,0.00004431647,0.02296766,0.00003126766,0.0001208867,0.00005219063,0.00004569899,0.9495332,0.0004275424,0.0003646137,0.0006625386,0.02565062],"study_design_scores_gemma":[0.00001022796,0.00001035933,0.002842539,0.00000314423,0.00001724401,0.00000571383,0.000009318213,0.9966595,0.0001416031,0.0001318607,0.0001645205,0.000003930329],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8942149,0.0005030541,0.09806044,0.0004567733,0.00003543026,0.0001674831,0.00145914,0.001187509,0.003915326],"genre_scores_gemma":[0.9688548,0.0001728221,0.02670795,0.00009219431,0.00001487749,0.000145211,0.002423607,0.00007136199,0.001516999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5270162,"threshold_uncertainty_score":0.9404615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169495538951218,"score_gpt":0.2428544355557633,"score_spread":0.2211594801662511,"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."}}