{"id":"W2113190038","doi":"10.7202/014903ar","title":"Pb et As dans des eaux alcalines minières : contamination, comportement et risques (mine abandonnée de Zeïda, Maroc)","year":2007,"lang":"fr","type":"article","venue":"Revue des sciences de l eau","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Forestry; Humanities; Geography; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004978503,0.0003098393,0.0002848212,0.0001671111,0.0009109784,0.0002191044,0.0005327264,0.0001675942,0.001228356],"category_scores_gemma":[0.0005095538,0.0003166879,0.0001384423,0.000729114,0.003974937,0.001067151,0.00019191,0.0002041103,0.0002432416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001292481,"about_ca_system_score_gemma":0.0002259301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01155519,"about_ca_topic_score_gemma":0.06563555,"domain_scores_codex":[0.9969075,0.0003805252,0.0006604328,0.0006070466,0.0005898699,0.0008545688],"domain_scores_gemma":[0.9984789,0.0004811246,0.0003260261,0.0002511334,0.00009458902,0.0003681716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007335884,0.0009766378,0.5204638,0.0003733245,0.00007261703,0.0002325398,0.06639627,0.006298894,0.1024963,0.08934245,0.00460588,0.2086679],"study_design_scores_gemma":[0.0009650021,0.0006369603,0.8480349,0.0005975465,0.0001048039,0.0005826435,0.01021024,0.05193265,0.03634785,0.01241247,0.03748823,0.0006867143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7954761,0.001639986,0.1403077,0.004861332,0.0004013238,0.000389908,0.00003276075,0.00006820649,0.05682269],"genre_scores_gemma":[0.9399425,0.001569671,0.04053511,0.001332079,0.0001378041,0.00002331081,0.00003040857,0.00002063354,0.0164085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3275711,"threshold_uncertainty_score":0.9999285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06076978340343553,"score_gpt":0.3454443636161348,"score_spread":0.2846745802126993,"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."}}