{"id":"W108207581","doi":"10.2166/wst.2004.0527","title":"Periphyton: a primary source of widespread and severe taste and odour","year":2004,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Lawrence River Institute of Environmental Sciences; University of Calgary","funders":"","keywords":"Periphyton; Macrophyte; Biota; Geosmin; Littoral zone; Primary producers; Zebra mussel; Dreissena; Biology; Ecology; Diatom; Elodea canadensis; Algae; Aquatic plant; Phytoplankton; Environmental science; Mussel; Nutrient; Bivalvia; Mollusca","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000279479,0.0001025191,0.0001511179,0.0001384373,0.0002306567,0.00001383059,0.0003112367,0.0001255221,0.0002510541],"category_scores_gemma":[0.00002477837,0.00007248079,0.00001191302,0.0003694802,0.004601968,0.0002762998,0.0006377945,0.0001231694,0.0001315376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007647208,"about_ca_system_score_gemma":0.00002503855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007911904,"about_ca_topic_score_gemma":0.0000560498,"domain_scores_codex":[0.9989875,0.000009349596,0.0001437088,0.0003663962,0.0001501268,0.0003429033],"domain_scores_gemma":[0.9996563,0.000008137921,0.00004330228,0.0002252849,0.000009121094,0.00005781342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001134682,0.00008918036,0.1615002,0.00001191434,0.000002721427,0.00001906055,0.001893102,0.00008898907,0.8181295,0.0005722436,0.0000580435,0.01762374],"study_design_scores_gemma":[0.001061535,0.0006412651,0.1036296,0.00003264483,0.00003239782,0.0007816239,0.0009288487,0.0001701528,0.8754706,0.0148865,0.001968468,0.0003963396],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966125,0.00002705025,0.0004908256,0.001644422,0.00005840011,0.0001283936,6.890905e-7,0.00005108201,0.0009866091],"genre_scores_gemma":[0.9968345,0.000008243158,0.002553479,0.0002566538,0.000003718705,0.00001008359,4.180992e-7,0.000004766222,0.0003281662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05787053,"threshold_uncertainty_score":0.998107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006789173322377105,"score_gpt":0.1926951848635141,"score_spread":0.185906011541137,"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."}}