{"id":"W2396945543","doi":"10.2175/106143008x268498","title":"Significance of Design and Operational Variables in Chemical Phosphorus Removal","year":2008,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; EnviroSim (Canada)","funders":"","keywords":"Phosphorus; Environmental science; Chemistry; Environmental chemistry; Environmental engineering; Waste management; Engineering; Organic chemistry","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":[0.001226828,0.0001091636,0.0001396373,0.00005696414,0.0001161477,0.00001205472,0.0002262121,0.00005355099,0.001630769],"category_scores_gemma":[0.00001378927,0.00008311076,0.0000208946,0.0001229573,0.0006425674,0.0001274102,0.0005277863,0.0001765301,0.0002455753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137003,"about_ca_system_score_gemma":0.000007991202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004644281,"about_ca_topic_score_gemma":0.000001216995,"domain_scores_codex":[0.998012,0.00014942,0.0002319436,0.0004051655,0.0007657837,0.0004356917],"domain_scores_gemma":[0.9995771,0.00007299794,0.00001815985,0.000236389,0.000003489299,0.00009182988],"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":[0.0004308263,0.001017229,0.1901828,0.00002461972,0.00002470257,0.0002628409,0.001998229,0.009900595,0.7853863,0.000615254,0.005564109,0.004592438],"study_design_scores_gemma":[0.001081759,0.000219909,0.07936193,0.00001479995,0.000004658315,0.00002836854,0.00006965287,0.004872734,0.8522369,0.002150973,0.05968588,0.0002724734],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956211,0.0001324777,0.0009957959,0.000371997,0.00001357146,0.0005013691,0.000001880074,0.00000606859,0.002355752],"genre_scores_gemma":[0.9902949,0.0008738613,0.007240444,0.00003850369,0.00001099721,0.00008242503,0.000006962718,0.00001090375,0.001440942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1108209,"threshold_uncertainty_score":0.9992819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04067604532594392,"score_gpt":0.2580369918255832,"score_spread":0.2173609464996393,"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."}}