{"id":"W4390806092","doi":"10.3390/w16020259","title":"The Spring to Coast Approach in Small-Scale Catchments and Adjacent Coastal Zone","year":2024,"lang":"en","type":"article","venue":"Water","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund; European Commission","keywords":"Water quality; Environmental science; Water Framework Directive; Surface runoff; Pollution; Water resource management; Hydrology (agriculture); Agriculture; Environmental protection; Legislation; Geography; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003987911,0.0001984898,0.0001744161,0.0009398328,0.001533786,0.001263749,0.0003572704,0.000228303,0.002852167],"category_scores_gemma":[0.001032899,0.0000916074,0.000236382,0.002345905,0.0009859204,0.0003999359,0.0009457862,0.0003003064,0.0002566555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001893949,"about_ca_system_score_gemma":0.001972682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06657602,"about_ca_topic_score_gemma":0.2667323,"domain_scores_codex":[0.9996762,0.00006779594,0.00002496163,0.00008693183,0.00008226962,0.00006188641],"domain_scores_gemma":[0.9995129,0.0001196543,0.0001528542,0.00004487122,0.0001091099,0.0000606016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001077918,0.0001204317,0.9150985,0.0001576467,0.00004889758,0.0008195391,0.01104093,0.0003743421,0.01078243,0.002117524,0.001461059,0.05787078],"study_design_scores_gemma":[0.000002387233,0.00004933381,0.9841433,0.00001825095,0.000009436701,0.000111849,0.009711999,0.0001539492,0.0004964133,0.0003771608,0.004920047,0.000005891274],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842753,0.0001495115,0.001351631,0.0002260345,0.0000148519,0.0001314453,0.0007600642,0.0000225599,0.01306866],"genre_scores_gemma":[0.9919142,0.0001526204,0.002364729,0.0001225218,0.000005444284,0.0001582881,0.0004995161,0.00001046222,0.004772284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06657602,"threshold_uncertainty_score":0.132377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01755252482856484,"score_gpt":0.2429810849712797,"score_spread":0.2254285601427148,"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."}}