{"id":"W7162023566","doi":"10.82308/12323","title":"Modeling trace element uptake by plants grown in contaminated soil","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Trace element; Contamination; TRACE (psycholinguistics); Soil contamination; Soil water; Human health; Bioavailability","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000264358,0.0006610655,0.000510609,0.0002474772,0.0003733535,0.0009455911,0.001048663,0.001213437,0.001290324],"category_scores_gemma":[0.0005048516,0.0002862549,0.0007721566,0.0003531353,0.0003454564,0.0003949497,0.0004339969,0.0005699961,0.0001985479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003052665,"about_ca_system_score_gemma":0.001697406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2015353,"about_ca_topic_score_gemma":0.1111149,"domain_scores_codex":[0.9998976,0.00001662486,0.00000360713,0.00003483907,0.00001693112,0.00003046198],"domain_scores_gemma":[0.9997131,0.0001854123,0.00003093769,0.00000939348,0.00004665174,0.00001449789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000113875,0.0001270631,0.00702754,0.0001207583,0.00004452044,0.0001161535,0.0001460204,0.9482926,0.03747369,0.00221358,0.0002165467,0.004107692],"study_design_scores_gemma":[0.00001535634,0.00006928228,0.001698288,0.000002527343,0.00002411661,0.000009586303,0.00003548396,0.9939935,0.003584693,0.0002541906,0.0003031172,0.000009938942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717032,0.0002435947,0.02237245,0.0001758859,0.00001390316,0.00006945707,0.0005249877,0.0001196676,0.004776862],"genre_scores_gemma":[0.9838279,0.000501661,0.008541618,0.00002912908,0.00000558921,0.0001112805,0.0002577369,0.00002866162,0.006696342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2015353,"threshold_uncertainty_score":0.4007244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0162621430858469,"score_gpt":0.2361930278396571,"score_spread":0.2199308847538102,"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."}}