{"id":"W4395451308","doi":"10.18280/ijdne.190211","title":"Phytoaccumulation of Heavy Metals in South Kazakhstan Soils (Almaty and Turkestan Regions): An Evaluation of Plant-Based Remediation Potential","year":2024,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Soil and Environmental Studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental remediation; Soil water; Heavy metals; Environmental science; Environmental engineering; Environmental chemistry; Biology; Soil science; Ecology; Contamination; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008111736,0.00007910557,0.0001478038,0.000073,0.00002727851,0.00003023866,0.00008669445,0.00009850621,0.00001073676],"category_scores_gemma":[0.00005756168,0.00003835769,0.00005111608,0.0001013142,0.00004601446,0.0002554005,0.00001659522,0.0001411691,1.440347e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005516323,"about_ca_system_score_gemma":0.00001791521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002279029,"about_ca_topic_score_gemma":0.0001285957,"domain_scores_codex":[0.9989333,0.0001030729,0.0003291844,0.0001100365,0.0004580297,0.00006640178],"domain_scores_gemma":[0.9994587,0.0001339599,0.0002209457,0.0000194092,0.0001353197,0.00003161159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004033882,0.001062473,0.1275029,0.0001935302,0.001033064,0.0001128748,0.005144527,0.1020491,0.3233657,0.002872138,0.000261911,0.4323679],"study_design_scores_gemma":[0.000865054,0.0005855855,0.5829952,0.0002861841,0.0001683384,0.00005801684,0.001158,0.4006294,0.003678538,0.009336467,0.00006555143,0.0001736573],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965891,0.001981388,0.0005819957,0.0004217989,0.0002516384,0.00008869008,0.00006546231,0.000003898098,0.00001604481],"genre_scores_gemma":[0.999092,0.00035894,0.0003321893,0.00002648562,0.0001228999,0.000001460411,0.00006245878,0.000001122159,0.000002407031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4554923,"threshold_uncertainty_score":0.1564181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03066582582336572,"score_gpt":0.2670203103234619,"score_spread":0.2363544845000962,"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."}}