{"id":"W4283324772","doi":"10.1128/msystems.00316-22","title":"Protist Diversity and Metabolic Strategy in Freshwater Lakes Are Shaped by Trophic State and Watershed Land Use on a Continental Scale","year":2022,"lang":"en","type":"article","venue":"mSystems","topic":"Protist diversity and phylogeny","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill Genome Centre; Université de Sherbrooke; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Canada","keywords":"Ecology; Trophic level; Eutrophication; Watershed; Ecosystem; Environmental science; Biology; Geography; Nutrient","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":[0.0001369158,0.0001442967,0.0001820318,0.0008061421,0.001043758,0.0006039309,0.0001404564,0.000122636,0.0009191472],"category_scores_gemma":[0.0003833426,0.0001122154,0.0001370515,0.0009816549,0.0004648088,0.0003078202,0.0005297152,0.0001315112,0.0000735015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001061589,"about_ca_system_score_gemma":0.0008771857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1931198,"about_ca_topic_score_gemma":0.5464604,"domain_scores_codex":[0.9998957,0.0000115608,0.000003848407,0.00002404248,0.00002296844,0.00004193379],"domain_scores_gemma":[0.9998209,0.0000178112,0.00005483479,0.000009665116,0.00004743768,0.00004939607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009591351,0.000009383327,0.960829,0.00002759402,0.00007056414,0.00004519784,0.001113976,0.0002104784,0.03059242,0.0001790674,0.0001003412,0.006726115],"study_design_scores_gemma":[2.914489e-7,0.000005677428,0.9993916,0.000001381087,0.000003951135,0.00001133796,0.0002404497,0.00008213731,0.000125806,0.00002782404,0.000108129,0.000001425031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992726,0.00007986429,0.00007558963,0.0000127745,2.884298e-7,0.000001575785,0.0001515301,0.000002231106,0.0004034824],"genre_scores_gemma":[0.9995244,0.00004580822,0.0001154274,0.000007442847,3.483899e-7,0.000001644836,0.000124515,0.00000118535,0.0001791519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1931198,"threshold_uncertainty_score":0.3839914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0130322622765624,"score_gpt":0.1956885447991806,"score_spread":0.1826562825226182,"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."}}