{"id":"W1504287492","doi":"10.2172/962647","title":"Characterization of the Kootenai River Algae Community and Primary Productivity Before and After Experimental Nutrient Addition, 2004?2007 [Chapter 2, Kootenai River Algal Community Characterization, 2009 KTOI REPORT].","year":2009,"lang":"en","type":"report","venue":"","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Environment","funders":"","keywords":"Floodplain; Habitat; Environmental science; Nutrient; Ecosystem; Hydrology (agriculture); Productivity; River ecosystem; STREAMS; Ecology; Algae; Geology","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":[0.0002249165,0.0003762184,0.0004046396,0.001157717,0.001485512,0.0005105506,0.0005244134,0.0003186979,0.0008330108],"category_scores_gemma":[0.0002298299,0.000293993,0.0004400595,0.001794795,0.0003973792,0.0003766137,0.0003162047,0.000418286,0.0005733105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330504,"about_ca_system_score_gemma":0.001061813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08266116,"about_ca_topic_score_gemma":0.254072,"domain_scores_codex":[0.9997078,0.000009775607,0.00002413204,0.00009979957,0.0001161223,0.00004249065],"domain_scores_gemma":[0.999687,0.00001376283,0.00005804877,0.00002422922,0.000173007,0.00004395823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001021825,0.0006664547,0.3381279,0.000220159,0.0001147093,0.0003182421,0.001130895,0.0002608304,0.6330907,0.0001392343,0.001151593,0.02375758],"study_design_scores_gemma":[0.000004624431,0.0002079776,0.9780737,0.000006679847,0.00002845151,0.00008549306,0.0003142163,0.0001213323,0.01832012,0.00001520798,0.002807698,0.00001454541],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840876,0.000300172,0.0007209663,0.00001308085,0.00001237006,0.0002035581,0.007993009,0.00003361864,0.006635658],"genre_scores_gemma":[0.9357979,0.0009859465,0.006803823,0.0001170199,0.00000810075,0.0009863471,0.04023907,0.00006614173,0.0149955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08266116,"threshold_uncertainty_score":0.16436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009739920520283971,"score_gpt":0.2126587604389824,"score_spread":0.2029188399186984,"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."}}