{"id":"W4402825078","doi":"10.1007/978-3-031-61515-3_5","title":"Engineered Sludge-Derived Biochar for Lincomycin Removal from Water","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Biochar; Lincomycin; Environmental science; Pulp and paper industry; Environmental chemistry; Waste management; Chemistry; Pyrolysis; Engineering","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":[0.0000570875,0.0003871064,0.000286607,0.0002755433,0.0001264934,0.0003885831,0.000280968,0.000307371,0.0007721106],"category_scores_gemma":[0.00006786163,0.0001553456,0.0004358997,0.0003628351,0.0001359585,0.0002425208,0.0002505159,0.000464033,0.000570104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002968099,"about_ca_system_score_gemma":0.0002259584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008135037,"about_ca_topic_score_gemma":0.003145137,"domain_scores_codex":[0.9999291,0.00000427235,0.000004496186,0.00001135108,0.0000385721,0.00001220108],"domain_scores_gemma":[0.999981,0.000003804608,0.000003290184,0.000001999928,0.000005831165,0.000003947186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002334201,0.00003586725,0.00004264296,0.00006048741,0.000007887201,0.00005473951,0.000006960562,0.0006247577,0.9902759,0.0001180402,0.0001134013,0.008635955],"study_design_scores_gemma":[0.000005894663,0.0001611241,0.000544805,0.000009234942,0.00001565213,0.00008487057,0.00001074675,0.001812083,0.9932724,0.00009966321,0.003977249,0.000006302905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230989,0.01150506,0.04548115,0.0003524264,0.0004493537,0.00008949625,0.001032809,0.0007595879,0.01723128],"genre_scores_gemma":[0.9465294,0.006532815,0.0171999,0.0001306726,0.00004981731,0.00003949881,0.001106284,0.0001313443,0.02828025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008135037,"threshold_uncertainty_score":0.002582967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009427809891726823,"score_gpt":0.1994926335035841,"score_spread":0.1900648236118573,"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."}}