{"id":"W1976699407","doi":"10.1016/j.watres.2009.04.049","title":"Measurement of additional shear during sludge conditioning and dewatering","year":2009,"lang":"en","type":"article","venue":"Water Research","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Rheometer; Rheology; Dewatering; Shear (geology); Torque; Materials science; Shear rate; Environmental science; Composite material; Geotechnical engineering; Engineering; Thermodynamics","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":[0.0004590869,0.000043138,0.00006019028,0.00005518268,0.0002422825,0.00002160699,0.00004464493,0.00001658923,0.006995847],"category_scores_gemma":[0.00002396939,0.00003269261,0.0000143253,0.00007598248,0.0001179928,0.0001074084,0.0001104919,0.00006522201,0.0001402548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000709171,"about_ca_system_score_gemma":0.000002496085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002789627,"about_ca_topic_score_gemma":0.000008005429,"domain_scores_codex":[0.9989155,0.00004549008,0.0001151129,0.0001325547,0.0006104499,0.0001808869],"domain_scores_gemma":[0.9998289,0.000006619093,0.00001035199,0.00007337175,0.0000368726,0.00004392274],"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":[0.00003078214,0.00004287008,0.01720788,0.00001351866,0.000009864357,0.000004310009,0.001109328,0.0006389686,0.9761972,0.0001316481,0.002656864,0.001956759],"study_design_scores_gemma":[0.0002428058,0.00003601284,0.8994177,0.00002401048,0.000001330633,0.000004174002,0.00007375931,0.0002368411,0.09389231,0.00077742,0.005230817,0.00006284039],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942443,0.00001612896,0.00006426678,0.0005789777,0.00001015362,0.00009158105,0.00000997288,0.00001261121,0.004972006],"genre_scores_gemma":[0.9994766,0.000003907133,0.0001736082,0.00002037174,0.00001526016,0.000008724567,0.00001232686,0.000002699494,0.0002864774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8823049,"threshold_uncertainty_score":0.9939119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08686887382550319,"score_gpt":0.324679967189832,"score_spread":0.2378110933643288,"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."}}