{"id":"W4393279534","doi":"10.1126/science.adg8658","title":"Chemodiversity in freshwater health","year":2024,"lang":"en","type":"article","venue":"Science","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Natural Environment Research Council; Sight Research UK; UK Research and Innovation","keywords":"Environmental science; Environmental chemistry; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003819652,0.0001514665,0.000213689,0.0005418417,0.0003907849,0.0008017932,0.0002073085,0.0008058774,0.00215281],"category_scores_gemma":[0.0007287285,0.00007092533,0.00018827,0.0003357386,0.001166786,0.0006199743,0.0009606365,0.0004136975,0.0001176306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339301,"about_ca_system_score_gemma":0.001096096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007718168,"about_ca_topic_score_gemma":0.01257567,"domain_scores_codex":[0.9998658,0.00003896766,0.000008009156,0.00003634282,0.00002060274,0.00003029972],"domain_scores_gemma":[0.9995709,0.00006536168,0.0001330076,0.00001793554,0.00008437467,0.0001284433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007123016,0.0003453529,0.6976176,0.0005648921,0.0002706958,0.0006948749,0.0006581688,0.001833836,0.09286714,0.02366864,0.003703736,0.1770628],"study_design_scores_gemma":[0.00002484128,0.0005557513,0.9646894,0.0001051898,0.00006259931,0.0004499961,0.001217455,0.00108902,0.003198669,0.01967532,0.008904177,0.0000274765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9299084,0.02941574,0.001911969,0.01445681,0.0002297295,0.00004210896,0.0007182325,0.00006985311,0.02324712],"genre_scores_gemma":[0.9933385,0.004120113,0.0004602878,0.0009202425,0.00005630992,0.000007145334,0.00006039871,0.00000214183,0.001034736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007718168,"threshold_uncertainty_score":0.01534653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0210650136665224,"score_gpt":0.3050614302028391,"score_spread":0.2839964165363167,"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."}}