{"id":"W4391538258","doi":"10.1016/j.scitotenv.2024.170692","title":"Assessing the chronic effect of the bioavailable fractions of radionuclides and heavy metals on stream microbial communities: A case study at the Rophin mining site","year":2024,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Geochemistry and Elemental Analysis","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Bureau de Recherches Géologiques et Minières; Centre National de la Recherche Scientifique","keywords":"Environmental chemistry; Radionuclide; Sediment; Microbial population biology; Contamination; Bioavailability; Organic matter; Chemistry; Ecology; Biology; Bacteria","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":[0.0004946421,0.0003653254,0.0005704149,0.0003950427,0.001050808,0.0009644805,0.0005897403,0.001035353,0.0005220076],"category_scores_gemma":[0.0005573403,0.0001999667,0.0004892773,0.0004334131,0.0005035998,0.0004888836,0.0007705226,0.0004145852,0.0001249766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000668018,"about_ca_system_score_gemma":0.0008031918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01156352,"about_ca_topic_score_gemma":0.03416134,"domain_scores_codex":[0.999621,0.00008399416,0.0000190866,0.0001149563,0.00008744529,0.00007348479],"domain_scores_gemma":[0.9995179,0.0001469836,0.00009111012,0.00002683263,0.0001376949,0.00007935058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001644756,0.002297928,0.563472,0.0003712548,0.0002254494,0.003506215,0.005799007,0.001754861,0.3898811,0.000202933,0.0001945468,0.03064995],"study_design_scores_gemma":[0.00005879885,0.01058653,0.8721558,0.0000654665,0.0003525856,0.001599991,0.01324674,0.005941196,0.09297601,0.000460011,0.00249286,0.00006394691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996133,0.00002421982,0.0001249614,0.00001053009,0.000001285029,0.00001112264,0.00004279349,0.000001372713,0.0001704141],"genre_scores_gemma":[0.9973501,0.0001859885,0.00131914,0.00002654021,0.0000054774,0.0000211446,0.0001055483,0.000002494682,0.0009835627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01156352,"threshold_uncertainty_score":0.02299243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01321075847134499,"score_gpt":0.2364746014962622,"score_spread":0.2232638430249172,"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."}}