{"id":"W2145238095","doi":"10.1002/chin.200627275","title":"Soils Contaminated by Heavy Metals: Geochemical Distribution and Restoration Techniques. Part 2","year":2006,"lang":"en","type":"article","venue":"ChemInform","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Chemistry; Heavy metals; Soil water; Environmental chemistry; Contamination; Distribution (mathematics); Service (business); Soil science; Geology; Ecology; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0003256989,0.0001600013,0.000154283,0.000009328486,0.00008774022,0.00002889047,0.0001086082,0.0001460062,0.0008472706],"category_scores_gemma":[0.00005195307,0.0001514838,0.00003433994,0.0001024321,0.0003086424,0.0003038303,0.0001266085,0.0001220369,0.000134202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004121893,"about_ca_system_score_gemma":0.000005084847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001748001,"about_ca_topic_score_gemma":0.00001001806,"domain_scores_codex":[0.9989129,0.000002277528,0.0003023738,0.0002220138,0.0002885446,0.0002718957],"domain_scores_gemma":[0.999548,0.00002993564,0.00009401346,0.0002291182,0.000004585778,0.00009434355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003271883,0.0002176707,0.001681078,0.00002535791,0.00001331018,0.000004423775,0.0001207711,0.000005154772,0.2190495,0.0001778857,0.5703442,0.2083279],"study_design_scores_gemma":[0.0001175848,0.0000218153,0.001793705,0.000006172751,0.00001094421,0.000007029409,0.00001885247,0.00005717895,0.6188819,0.0001322179,0.3788131,0.000139473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7920508,0.0001923294,0.0004501092,0.0004638662,0.00008247519,0.0005527789,0.0001242843,0.0002157796,0.2058676],"genre_scores_gemma":[0.9919294,0.0000603382,0.0002924858,0.0001279541,0.00005521134,0.00008692826,0.0008853926,0.00001368911,0.00654862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3998324,"threshold_uncertainty_score":0.9277019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006489239139528589,"score_gpt":0.2136789686718319,"score_spread":0.2071897295323034,"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."}}