{"id":"W4414207373","doi":"10.1007/s00027-025-01226-7","title":"Assessment of correspondence between periphytic biofilm fatty acid profiles and measures of stream water quality","year":2025,"lang":"en","type":"article","venue":"Aquatic Sciences","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Institut National de la Recherche Scientifique; Bureau de Coopération Interuniversitaire","funders":"","keywords":"Nutrient; Polyunsaturated fatty acid; Water quality; Fatty acid; Phos; Diatom; Heterotroph","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001101409,0.0001473535,0.0002092892,0.0007574633,0.0002368398,0.0004960955,0.0001533124,0.0003939727,0.0009184211],"category_scores_gemma":[0.002868693,0.0001567641,0.0001800539,0.0005661994,0.0002329543,0.0003786202,0.0004137276,0.0003758902,0.0002371767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001862089,"about_ca_system_score_gemma":0.0002477952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998116,"about_ca_topic_score_gemma":0.00278217,"domain_scores_codex":[0.9995503,0.0001636144,0.00003163095,0.00009848533,0.0001205064,0.00003552136],"domain_scores_gemma":[0.9979823,0.001106218,0.0002899455,0.0001151136,0.0003955567,0.0001109113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001265647,0.0001525995,0.8739309,0.00003424968,0.0001514603,0.0000543104,0.000230512,0.0004551933,0.113575,0.0001229002,0.00005774412,0.009969435],"study_design_scores_gemma":[0.00000626134,0.0004521027,0.9871995,0.000002740633,0.00002825812,0.0001192258,0.0001529847,0.002725711,0.009083884,0.00008478815,0.0001388435,0.000005624959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975041,0.00005963603,0.001548166,0.0000110127,0.000003265983,0.00001353253,0.0001984203,0.000007158347,0.0006548347],"genre_scores_gemma":[0.9986396,0.00002454957,0.0008560099,0.000008755063,0.000002099328,0.000008342779,0.0001783909,0.000002085895,0.0002800762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001998116,"threshold_uncertainty_score":0.005824864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07362502033895614,"score_gpt":0.360370899932515,"score_spread":0.2867458795935589,"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."}}