{"id":"W2028070655","doi":"10.2166/wst.2009.535","title":"A methodological approach for direct quantification of the activated sludge floc size distribution by using different techniques","year":2009,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Particle-size distribution; Particle size; Flocculation; Activated sludge; Sample size determination; Dilution; Process engineering; Biological system; Materials science; Computer science; Statistics; Environmental science; Mathematics; Chemistry; Environmental engineering; Engineering; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006060955,0.0001027624,0.0001691457,0.00004849724,0.0003871515,0.00001848877,0.0003986074,0.0001003992,0.00001989316],"category_scores_gemma":[0.0002852463,0.00005469712,0.00005022614,0.0008425504,0.001037354,0.0001291099,0.000201098,0.00007520881,0.000001249325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001484658,"about_ca_system_score_gemma":0.000005737276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001188958,"about_ca_topic_score_gemma":8.55207e-7,"domain_scores_codex":[0.9989026,0.00005485456,0.0002156854,0.0003505517,0.0002322432,0.0002440646],"domain_scores_gemma":[0.9994923,0.00004542937,0.0001004539,0.0003024079,0.00003673652,0.00002264488],"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":[0.000009553743,0.00006245276,0.003482211,0.000001371942,0.000001404541,1.767687e-8,0.00006305726,0.000202294,0.9874814,0.0003237856,0.00007671673,0.00829578],"study_design_scores_gemma":[0.0000783825,0.00005069328,0.02459502,0.000002897264,0.000008157971,0.000001915502,0.00004629461,0.006251267,0.9663922,0.001485061,0.001005337,0.00008276546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6915702,0.000008061106,0.3063834,0.001208559,0.00003666147,0.0004062477,0.00001011087,0.0001165574,0.0002602944],"genre_scores_gemma":[0.9894423,0.000002549021,0.0104018,0.0000502298,0.00000460559,0.00003207146,0.000008435946,0.000002631981,0.00005531058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2978722,"threshold_uncertainty_score":0.3822174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0914121381210484,"score_gpt":0.3305733592289194,"score_spread":0.239161221107871,"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."}}