{"id":"W6998904888","doi":"","title":"Assessment of Douro and Ave River (Portugal) lower basin water quality focusing on physicochemical and trace element spatiotemporal changes","year":2018,"lang":"en","type":"article","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estuary; Water quality; Hydrology (agriculture); Trace element; Drainage basin; Nitrate; Nutrient; Sampling (signal processing)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00569126,0.0001787685,0.0002317807,0.0005793756,0.0007436738,0.000069699,0.0002850313,0.0001352214,0.00008286728],"category_scores_gemma":[0.0002692512,0.0001368794,0.00002821647,0.0007983354,0.004479697,0.0003382283,0.0004711186,0.0002742183,0.000004595882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003035694,"about_ca_system_score_gemma":0.0001644034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000242701,"about_ca_topic_score_gemma":0.00006017633,"domain_scores_codex":[0.9967476,0.0001022791,0.0003577573,0.0007517701,0.001385017,0.0006555478],"domain_scores_gemma":[0.9990949,0.0001603033,0.0001386172,0.0002085357,0.0002523016,0.000145325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002476346,0.001308926,0.09469312,0.0001908003,0.00008030147,0.000007951508,0.002664902,0.000002070473,0.7401702,0.08244907,0.002831196,0.07535386],"study_design_scores_gemma":[0.002289539,0.004883546,0.2067967,0.0001599996,0.00002762494,0.00003255493,0.0007503106,0.003018268,0.6890346,0.06792548,0.02421452,0.0008668539],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914125,0.00007460629,0.0005072585,0.004041563,0.00008029934,0.000771785,0.0001012284,0.00003969996,0.002971101],"genre_scores_gemma":[0.9961591,0.0001078022,0.002893988,0.0000685851,0.00005627893,0.0001067657,0.00002462533,0.000009863174,0.0005730158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1121036,"threshold_uncertainty_score":0.9982296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0890905905752519,"score_gpt":0.4095514192207994,"score_spread":0.3204608286455475,"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."}}