{"id":"W4415230608","doi":"10.3390/w17202975","title":"Heavy Metal Contamination and Bioaccumulation Patterns from a Ramsar Wetland Tributary, Northern Algeria: A Baseline Assessment","year":2025,"lang":"en","type":"article","venue":"Water","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Bioaccumulation; Contamination; Bioconcentration; Hazard quotient; Ramsar site; Tributary; Trophic level; Wetland; Transfer factor","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":[0.0001614022,0.0002511312,0.0001831366,0.0006274694,0.0004707811,0.0003281238,0.000178981,0.0002179349,0.0004827763],"category_scores_gemma":[0.0001298312,0.0001116875,0.0001899006,0.0004966067,0.0002123094,0.0001824713,0.0003247215,0.0001021409,0.0001185295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003808233,"about_ca_system_score_gemma":0.0004739386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02681277,"about_ca_topic_score_gemma":0.05255836,"domain_scores_codex":[0.9999208,0.00001014604,0.000008210666,0.00002184547,0.00002103182,0.00001799491],"domain_scores_gemma":[0.9999299,0.000005260199,0.00002358087,0.000006480344,0.00002476745,0.000009995917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001489021,0.0001193107,0.9429602,0.00005396703,0.00005444261,0.0005675342,0.001581213,0.0002350541,0.03842677,0.0000511246,0.00008696785,0.01571434],"study_design_scores_gemma":[0.000001935699,0.0001397922,0.9966958,0.000003465904,0.00001734319,0.0002695432,0.001070543,0.0001845352,0.001083935,0.00001491962,0.0005155539,0.000002725244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996785,0.00003152577,0.00006331838,0.000006363059,3.55435e-7,0.000003140269,0.00007593859,0.000002256332,0.000138596],"genre_scores_gemma":[0.998574,0.000104532,0.0005010726,0.00001964951,0.000002178396,0.00001129977,0.0002969183,0.000001539897,0.0004887588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02681277,"threshold_uncertainty_score":0.05331337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00849736839996395,"score_gpt":0.2488642464492958,"score_spread":0.2403668780493318,"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."}}