{"id":"W2276477277","doi":"10.14288/1.0042594","title":"Tools for assessing soil metal bio-availability","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Environmental science; Computer science","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":[0.003164178,0.001370483,0.001081187,0.009144085,0.0004531118,0.002151174,0.001387605,0.001321781,0.003916762],"category_scores_gemma":[0.01100111,0.0004420351,0.0005874346,0.004664213,0.000572014,0.002114934,0.001794355,0.0007439315,0.001727007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007773048,"about_ca_system_score_gemma":0.001023345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003683493,"about_ca_topic_score_gemma":0.007007494,"domain_scores_codex":[0.9962921,0.0006283657,0.0004308459,0.0003349718,0.002194785,0.0001188766],"domain_scores_gemma":[0.9931878,0.002652942,0.00120027,0.0006403136,0.00216177,0.0001568806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004559562,0.0004168926,0.0561926,0.003368744,0.0002552868,0.0006032114,0.0008035589,0.02023041,0.1005908,0.01544363,0.01124182,0.790397],"study_design_scores_gemma":[0.0001983397,0.001850195,0.1299199,0.001836932,0.0009719304,0.004600363,0.00338213,0.190059,0.4079181,0.08932799,0.1692047,0.0007303468],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07615454,0.003852148,0.8696488,0.0005470979,0.0001248109,0.001404732,0.009475376,0.006408756,0.03238369],"genre_scores_gemma":[0.2457863,0.003610262,0.7392704,0.0002187461,0.00004125999,0.001601081,0.003892698,0.0001889086,0.005390408],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009144085,"threshold_uncertainty_score":0.01673394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359524867743316,"score_gpt":0.2000141151940841,"score_spread":0.1864188665166509,"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."}}