{"id":"W4396528117","doi":"10.21825/ichmet.71379","title":"Real Metals for the Real World: Mixture Bioavailability & Toxicity in Soils","year":2016,"lang":"en","type":"article","venue":"Proceedings of the 18th International Conference on Heavy Metals in the Environment","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Bioavailability; Soil water; Toxicity; Environmental chemistry; Environmental science; Chemistry; Pharmacology; Soil science; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004792711,0.0004133322,0.0004505735,0.000117119,0.0001771779,0.00006261534,0.002649148,0.0001314349,0.002238302],"category_scores_gemma":[0.00054735,0.0001904747,0.0002902211,0.0002932066,0.001155791,0.0003355789,0.0007697731,0.0003854889,0.0001868071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009618519,"about_ca_system_score_gemma":0.00002259283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003937762,"about_ca_topic_score_gemma":0.0004497851,"domain_scores_codex":[0.9959559,0.0001894439,0.0009677018,0.0007985825,0.001524316,0.0005640735],"domain_scores_gemma":[0.9977637,0.0009071034,0.0005246039,0.0006978402,0.00001996056,0.00008679053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001564618,0.003743295,0.2509857,0.0001137948,0.0004510167,0.000003329004,0.00482254,0.003528031,0.6059375,0.09685702,0.004423825,0.0275693],"study_design_scores_gemma":[0.002226995,0.0003561748,0.7493601,0.0003336453,0.0001654025,0.00000914415,0.0008738816,0.001559927,0.158835,0.0477715,0.03759262,0.0009156205],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620593,0.00003452055,0.0002007003,0.01728801,0.0004071303,0.001933948,0.00009271482,0.00001799469,0.01796565],"genre_scores_gemma":[0.9932013,0.0009103792,0.001416964,0.0004358928,0.00008710897,0.0006621899,0.000003087286,0.0000300512,0.003253031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4983744,"threshold_uncertainty_score":0.9986738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05440273009618152,"score_gpt":0.3049689439280274,"score_spread":0.2505662138318459,"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."}}