{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009222094,0.000257105,0.0002017547,0.0003191704,0.0004739203,0.0005421811,0.0001322372,0.000220877,0.0008074401],"category_scores_gemma":[0.000105256,0.0001243519,0.000120431,0.0003217076,0.0001846308,0.0001754057,0.0005105335,0.0001673062,0.0002666644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002768779,"about_ca_system_score_gemma":0.0003538629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007970301,"about_ca_topic_score_gemma":0.018818,"domain_scores_codex":[0.9998848,0.00001011123,0.000006871048,0.00003197781,0.00004031547,0.00002583721],"domain_scores_gemma":[0.9998261,0.00001041094,0.0000720823,0.00001000911,0.00004696174,0.0000343584],"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":[0.00008039892,0.00001931288,0.05602644,0.00009859168,0.00001593794,0.0001726736,0.0002676143,0.00001917672,0.9349666,0.00002641631,0.00009702513,0.00820985],"study_design_scores_gemma":[0.000003079622,0.0001864584,0.9485514,0.00001825619,0.0000249524,0.0004140599,0.0004695582,0.0001385216,0.04762538,0.00003417573,0.002524597,0.000009496468],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979133,0.0007065461,0.0002944838,0.00004792224,0.000003118429,0.000006274841,0.000171102,0.00002771036,0.0008295471],"genre_scores_gemma":[0.9971709,0.0004031615,0.0007008305,0.00004877219,0.000006709115,0.00000590002,0.0002373993,0.000008029026,0.001418431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007970301,"threshold_uncertainty_score":0.0158478,"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."}}