{"id":"W4381054538","doi":"10.1007/s10933-023-00288-7","title":"Environmental optima for common diatoms from Ontario lakes along gradients of lakewater pH, total phosphorus concentration, and depth","year":2023,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Mount Allison University; Ministry of Environment; University of Waterloo; Hutchinson (Canada); Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Diatom; Taxon; Benthic zone; Ecology; Environmental science; Sediment; Paleolimnology; Plankton; Limnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001611945,0.000218317,0.0003300983,0.0006757327,0.001569559,0.0009749691,0.0003422569,0.0003956853,0.00124775],"category_scores_gemma":[0.000408943,0.0004155944,0.0002936107,0.0009241592,0.0005532193,0.000283618,0.0006344918,0.0001962556,0.000145135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003944309,"about_ca_system_score_gemma":0.001554896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4592336,"about_ca_topic_score_gemma":0.8188047,"domain_scores_codex":[0.9998747,0.000007131671,0.00001026692,0.00004322833,0.00002769744,0.00003706009],"domain_scores_gemma":[0.9996731,0.00005234978,0.00006475866,0.000010061,0.0001219412,0.00007782943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001340756,0.0000459687,0.7937669,0.0001773451,0.0002056864,0.0002483685,0.003988275,0.003624911,0.1884001,0.0002980643,0.000574528,0.007329236],"study_design_scores_gemma":[0.000009675497,0.00003008778,0.9954479,0.000004050848,0.00002982547,0.00005052315,0.0009243177,0.000625777,0.00236872,0.00004411354,0.0004543832,0.00001062349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990772,0.00004644159,0.00006927311,0.00001068584,4.869447e-7,0.00000317328,0.0003049636,0.00000363088,0.0004841873],"genre_scores_gemma":[0.9986964,0.00004841706,0.0001917799,0.000009395389,5.369952e-7,0.000004978806,0.0005258198,0.000004984654,0.0005177014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5407664,"threshold_uncertainty_score":0.9131212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646231981002072,"score_gpt":0.2593095812463293,"score_spread":0.2428472614363086,"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."}}