{"id":"W4409799861","doi":"10.11159/iceptp25.112","title":"Ecological Risk Assessment of Contaminants of Emerging Concern inCoastal Waters of Sharjah, United Arab Emirates","year":2025,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Sharjah","keywords":"Risk assessment; Contamination; Environmental science; Environmental protection; Environmental planning; Ecology; Computer science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0007701643,0.0005209729,0.0001993823,0.0009633293,0.0003843527,0.0007013325,0.0002341115,0.0004103158,0.000324459],"category_scores_gemma":[0.0007273209,0.0001340271,0.0002762722,0.0005346019,0.0002541799,0.0003062848,0.0006994875,0.000166652,0.00005223234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009667727,"about_ca_system_score_gemma":0.001083671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01138226,"about_ca_topic_score_gemma":0.02215202,"domain_scores_codex":[0.9995598,0.0001199154,0.00002764866,0.00004151795,0.0002012722,0.00004985229],"domain_scores_gemma":[0.9994323,0.00009478147,0.0002159405,0.00001432078,0.0002158913,0.0000267863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004009246,0.0002057924,0.8879508,0.0002696388,0.0002010699,0.001417955,0.0008914,0.01092665,0.03949208,0.0004738009,0.0003115043,0.05745838],"study_design_scores_gemma":[0.00002171365,0.001484472,0.9647868,0.00006563931,0.0001754784,0.0008940437,0.003218129,0.01213135,0.01365384,0.0005887139,0.002950994,0.00002885972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978975,0.0001690487,0.0006150322,0.00006970407,0.000002941804,0.00001401946,0.00005549872,0.000004604704,0.001171458],"genre_scores_gemma":[0.9978665,0.0003389309,0.001228823,0.00002901127,0.000003457881,0.000009615856,0.00009809287,0.000001283778,0.000424309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01138226,"threshold_uncertainty_score":0.022632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008962083981541583,"score_gpt":0.2402475413115079,"score_spread":0.2312854573299664,"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."}}