{"id":"W2606515150","doi":"10.11159/awspt17.145","title":"Simultaneous Adsorption of Iron and Sulfate Ions with Biopolymers","year":2017,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adsorption; Sulfate; Ion; Biopolymer; Chemistry; Inorganic chemistry; Chemical engineering; Polymer; Organic chemistry; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005241601,0.000191098,0.0001756119,0.00004776492,0.0002211165,0.00004448809,0.0002335894,0.00004334312,0.0001275904],"category_scores_gemma":[0.00001611376,0.0001288435,0.00004324429,0.00005338299,0.0006316946,0.0002410005,0.0002266079,0.00012353,0.000001977394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004271946,"about_ca_system_score_gemma":0.000001233639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003762852,"about_ca_topic_score_gemma":0.00003708371,"domain_scores_codex":[0.9991463,0.000002467432,0.0001767385,0.0002423869,0.0002512336,0.000180868],"domain_scores_gemma":[0.9995,0.00002053138,0.0002500606,0.0001417178,0.000002869571,0.00008485185],"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":[0.0001330132,0.0000248347,0.04964706,0.00007714984,0.00003303694,0.000001108125,0.0001229006,0.003056069,0.9423333,0.001140528,0.00004040205,0.003390593],"study_design_scores_gemma":[0.002023008,0.0003859958,0.5679907,0.0004260337,0.0001387591,0.0001506342,0.0004562332,0.04846531,0.3775062,0.0002852049,0.001338781,0.0008330676],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986418,0.00003349021,0.000003298702,0.0001610575,0.0001261092,0.0001605306,0.00003105859,0.00001708697,0.0008255341],"genre_scores_gemma":[0.9986536,0.00007254219,0.0002262832,0.00001747843,0.00001491556,0.000002961096,0.000001533744,0.00001598186,0.0009947193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5648271,"threshold_uncertainty_score":0.5254087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004431945810201792,"score_gpt":0.1877266652266845,"score_spread":0.1832947194164828,"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."}}