{"id":"W1970828755","doi":"10.1111/j.1365-2427.2005.01401.x","title":"Bacteria and algae in stream periphyton along a nutrient gradient","year":2005,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Periphyton; Biomass (ecology); Algae; Nutrient; Biology; Ecology; Benthic zone; Abundance (ecology); Productivity; Botany; Environmental science","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":[0.0002200513,0.0001629801,0.0001911882,0.0005609035,0.000902872,0.0005312205,0.0001731298,0.000230957,0.0007998538],"category_scores_gemma":[0.0005189995,0.0001966028,0.0001313588,0.0006608177,0.000461134,0.0001972619,0.0002647578,0.0001587826,0.000119641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003558469,"about_ca_system_score_gemma":0.001837786,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7423937,"about_ca_topic_score_gemma":0.8998961,"domain_scores_codex":[0.9998647,0.00001967857,0.000004329524,0.00002804977,0.00003965355,0.0000436011],"domain_scores_gemma":[0.9995232,0.00004670119,0.0001052762,0.000009323986,0.0002149579,0.000100574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007952978,0.00001029198,0.9901562,0.00001734054,0.00002251297,0.00007062477,0.0004940795,0.0002412615,0.006628055,0.00002785046,0.0001130952,0.002139183],"study_design_scores_gemma":[0.000001225891,0.000009537222,0.9995217,0.000001748464,0.000003264845,0.000008581983,0.0001750236,0.0001134233,0.00007496365,0.000004884041,0.00008437743,0.000001202352],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995797,0.00005338722,0.00003211261,0.00001197387,7.810619e-7,0.000001893411,0.00008415626,0.000001342005,0.0002345626],"genre_scores_gemma":[0.9992452,0.00004359524,0.00009098931,0.00001254615,0.000001001322,0.000004397474,0.0001670683,7.012178e-7,0.000434703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7423937,"threshold_uncertainty_score":0.5182468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00665190437377739,"score_gpt":0.2071807961818083,"score_spread":0.200528891808031,"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."}}