{"id":"W4386427496","doi":"10.34098/2078-3949.40.2.2","title":"EVALUATION OF THE SEDIMENT QUALITY OF THE SUCHES RIVER USING MULTIVARIATE ANALYSIS METHODS","year":2023,"lang":"en","type":"article","venue":"Revista Boliviana de Química","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sediment; Pollution; Environmental chemistry; Environmental science; Enrichment factor; Zinc; Contamination; Inductively coupled plasma mass spectrometry; Inductively coupled plasma; Heavy metals; Sampling (signal processing); Chemistry; Geology; Mass spectrometry; Geomorphology; 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":[0.000871945,0.0004462775,0.0003942607,0.001804254,0.0004452808,0.0007863296,0.0001503354,0.0001956047,0.0005565364],"category_scores_gemma":[0.001255918,0.0001126968,0.000602607,0.001593683,0.0001985901,0.0002603619,0.0003994901,0.0002239525,0.00009131244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002804459,"about_ca_system_score_gemma":0.0003398691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006450559,"about_ca_topic_score_gemma":0.009703049,"domain_scores_codex":[0.9993184,0.0001881323,0.00007048483,0.0001699017,0.0001862953,0.00006680113],"domain_scores_gemma":[0.9995764,0.000106707,0.0001008275,0.00003268533,0.0001602235,0.00002313921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004768853,0.000357479,0.6448516,0.000251013,0.0004522338,0.0004800305,0.0008121853,0.01265883,0.06213385,0.0006994107,0.000669449,0.2761571],"study_design_scores_gemma":[0.00001310899,0.0002721915,0.9572864,0.00001630937,0.00008596015,0.0001911548,0.0006541355,0.03164227,0.008316809,0.0003567791,0.001132681,0.00003206366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773077,0.0001828327,0.02060045,0.00004241222,0.00001101567,0.00005433453,0.0007171698,0.00008028385,0.001003838],"genre_scores_gemma":[0.9866834,0.0001272919,0.01181432,0.000007298386,0.000009620318,0.00004399644,0.0008073494,0.000009982278,0.0004967448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006450559,"threshold_uncertainty_score":0.01282603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268792570983997,"score_gpt":0.4285164662640306,"score_spread":0.3016372091656309,"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."}}