{"id":"W7116728920","doi":"10.4000/15erl","title":"Biosurveillance de la qualité des eaux de surface en Afrique : niveaux de contamination en polluants chimiques dont les composés pharmaceutiques émergents et les métaux lourds et utilisation de biomarqueurs, une revue de littérature","year":2025,"lang":"fr","type":"article","venue":"VertigO","topic":"Environmental Toxicology and Ecotoxicology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heavy metals; Pollution; Environmental pollution; Urban environment","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":[0.003144877,0.0009145762,0.001447771,0.003136328,0.0007522098,0.003271561,0.0006659073,0.00143138,0.001944898],"category_scores_gemma":[0.002248069,0.0003738156,0.001501191,0.003118794,0.0007308902,0.0015089,0.0008477451,0.0008003089,0.0006288461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001573598,"about_ca_system_score_gemma":0.002035229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01677021,"about_ca_topic_score_gemma":0.02715222,"domain_scores_codex":[0.997568,0.0004887882,0.0001898616,0.0005659926,0.00103501,0.0001523643],"domain_scores_gemma":[0.9971482,0.0006728531,0.0006323385,0.0001075664,0.001371098,0.00006799634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009650036,0.0002820534,0.166651,0.01448909,0.001457999,0.0006319789,0.002167658,0.001921267,0.4519732,0.001755184,0.00202665,0.355679],"study_design_scores_gemma":[0.00005176558,0.002742477,0.5672989,0.002767062,0.002417706,0.001773105,0.005977134,0.003871402,0.2733948,0.002958976,0.1364977,0.0002490087],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.751295,0.1990382,0.02686921,0.002613431,0.0005688496,0.0003206472,0.003692233,0.0002162814,0.01538603],"genre_scores_gemma":[0.8392918,0.1110832,0.03058963,0.00133145,0.0002587987,0.0003066817,0.002970901,0.0001047719,0.01406273],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01677021,"threshold_uncertainty_score":0.03334522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01652889955959277,"score_gpt":0.328924133676617,"score_spread":0.3123952341170243,"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."}}