{"id":"W2025439749","doi":"10.1002/hyp.6074","title":"Future trends in transport and fate of diffuse contaminants in catchments, with special emphasis on stable isotope applications","year":2006,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Context (archaeology); Environmental science; Isotope analysis; Resource (disambiguation); Drainage basin; Environmental chemistry; Ecology; Computer science; Geography; Chemistry; Biology","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":[0.001256738,0.0002729022,0.0003321261,0.001396758,0.0001982258,0.001017637,0.0003033454,0.0007354281,0.002353495],"category_scores_gemma":[0.0009551985,0.0001281424,0.0002274184,0.003792156,0.0005087269,0.001408903,0.0004398515,0.0004063451,0.0003816163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350975,"about_ca_system_score_gemma":0.0005913264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008135526,"about_ca_topic_score_gemma":0.01233142,"domain_scores_codex":[0.9998079,0.00003527594,0.00002277134,0.00005101149,0.00006195793,0.00002110782],"domain_scores_gemma":[0.9993337,0.0001753432,0.0001697694,0.00001993915,0.0002395083,0.00006179916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005915847,0.0001126168,0.1401556,0.003720748,0.0001058045,0.0004201654,0.001107469,0.01295896,0.04967012,0.01483245,0.008755011,0.7675695],"study_design_scores_gemma":[0.00003866922,0.001812509,0.6119565,0.0007145848,0.0002800852,0.00301848,0.003507045,0.02402295,0.01408748,0.01885588,0.3215615,0.0001442862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.4136637,0.5209689,0.03179451,0.01599134,0.0003746825,0.00007297663,0.002538542,0.0003772288,0.01421816],"genre_scores_gemma":[0.6510195,0.3110166,0.02268128,0.001083728,0.0006801436,0.00005886868,0.002244661,0.00003825102,0.01117704],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008135526,"threshold_uncertainty_score":0.01617634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006398396355127974,"score_gpt":0.2054063911930939,"score_spread":0.1990079948379659,"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."}}