{"id":"W1498320449","doi":"10.1007/978-3-319-48176-0_61","title":"Impact of Excess Synthetic Flocculent on Security Filtration","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rio Tinto (Canada)","funders":"","keywords":"Filtration (mathematics); Bauxite; Pulp and paper industry; Bayer process; Waste management; Wastewater; Filter (signal processing); Starch; Chemistry; Materials science; Engineering; Mathematics; Organic chemistry; Metallurgy","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":[0.00003796506,0.0001951359,0.0002081591,0.0001010814,0.000009782568,0.000008817762,0.00007320371,0.000225991,0.001928466],"category_scores_gemma":[0.000004880774,0.0001383178,0.0001458724,0.00001261477,0.00001768294,0.00005163554,0.000008434817,0.00009612755,0.0001290094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009200628,"about_ca_system_score_gemma":0.00001978511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008660717,"about_ca_topic_score_gemma":0.00001476226,"domain_scores_codex":[0.9994126,0.000004508128,0.0002016107,0.0001282273,0.0001480988,0.0001049526],"domain_scores_gemma":[0.9995921,0.00003535607,0.00004842497,0.0002406595,0.00004220571,0.00004130182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001282364,0.0001260517,0.0002766906,0.001615224,0.001306922,0.00002010113,0.0006256783,0.01348485,0.004439662,0.8197629,0.01740639,0.1408072],"study_design_scores_gemma":[0.006839141,0.005782621,0.02116856,0.02264023,0.001931086,0.0001217939,0.00003407191,0.1544782,0.1301538,0.3862537,0.2576017,0.01299502],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0050949,0.0002121051,0.001722821,0.000008278965,0.0001734377,0.0001725017,0.0000874676,0.0001482795,0.9923802],"genre_scores_gemma":[0.9627536,0.0006112257,0.00001147371,0.000005122036,0.0001243912,0.00000338161,0.00004204099,0.00005359038,0.03639517],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9576587,"threshold_uncertainty_score":0.9989839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224606205880602,"score_gpt":0.2334860681565858,"score_spread":0.2212400060977797,"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."}}