{"id":"W2047912723","doi":"10.1080/09593330309385693","title":"An equation characterizing multi‐heavy‐metal sorption onto bentonite, forest soil and spruce bark","year":2003,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada); University of British Columbia; Klohn Crippen Berger (Canada)","funders":"","keywords":"Sorption; Bentonite; Adsorption; Ternary operation; Cadmium; Metal; Copper; Chemistry; Environmental chemistry; Environmental science; Geology; Geotechnical engineering; Organic chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005101432,0.0003941513,0.0003071916,0.0001566009,0.0003119864,0.00003685549,0.0003264608,0.0003765875,0.001834172],"category_scores_gemma":[0.0000536383,0.0004195185,0.00006567653,0.0002010404,0.0009043449,0.0006816761,0.0002820744,0.000369458,0.001113003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006157703,"about_ca_system_score_gemma":0.000005779924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000547893,"about_ca_topic_score_gemma":0.0001008033,"domain_scores_codex":[0.9973624,0.0001769489,0.0004545132,0.0009171627,0.0004352232,0.0006537483],"domain_scores_gemma":[0.9988421,0.00003275968,0.0001841943,0.0007179911,0.000001092277,0.0002218759],"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":[0.00001426995,0.0004876051,0.2525414,0.000004570788,0.00001537192,0.0000113217,0.0001630134,0.0005613331,0.7317367,0.0003695286,0.00001163997,0.01408328],"study_design_scores_gemma":[0.001532156,0.0006670313,0.6622953,0.00001930114,0.00006992597,0.0001794859,0.0008258374,0.005297337,0.3091423,0.001719155,0.0172652,0.0009869374],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927392,0.0001832076,0.005348867,0.000168997,0.0001726527,0.0005252226,0.00001543574,0.0001738647,0.0006725734],"genre_scores_gemma":[0.9893187,0.0002898284,0.009591306,0.0002210397,0.00002809477,0.0001182404,0.00004985446,0.00006302646,0.0003198772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4225943,"threshold_uncertainty_score":0.9998257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01383592041789632,"score_gpt":0.2296165865360611,"score_spread":0.2157806661181648,"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."}}