{"id":"W1986115892","doi":"10.1080/09593330802075452","title":"ASSESSING STRUVITE PRECIPITATION IN A PILOT‐SCALE FLUIDIZED BED CRYSTALLIZER","year":2008,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Struvite; Supersaturation; Chemistry; Precipitation; Fluidized bed; Solubility; Crystallization; Phosphate; Wastewater; Ammonium; Inorganic chemistry; Nuclear chemistry; Chemical engineering; Waste management; Pulp and paper industry; Environmental engineering; Environmental science; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001487728,0.0001989894,0.0002046768,0.0001562679,0.0001716906,0.00001717919,0.0002948799,0.000122664,0.001650481],"category_scores_gemma":[0.00001198807,0.000206039,0.00004295402,0.0003830645,0.0004992704,0.0004406008,0.0004502657,0.0002103891,0.000656441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004831743,"about_ca_system_score_gemma":0.000003804993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006596919,"about_ca_topic_score_gemma":0.00003597515,"domain_scores_codex":[0.9984185,0.00004292538,0.0003089888,0.0005049762,0.0003041701,0.0004204774],"domain_scores_gemma":[0.9994655,0.00002071079,0.00009655931,0.0003545784,6.988352e-7,0.00006190923],"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":[0.0000572869,0.000714973,0.4752659,0.000003657172,0.00001051621,0.00007951482,0.0003497959,0.0001040621,0.5139097,0.00008078333,0.0006642759,0.008759536],"study_design_scores_gemma":[0.004324769,0.0007775051,0.7219556,0.00003629615,0.00002704119,0.0000913227,0.001370345,0.0006168812,0.2385648,0.005437916,0.02588351,0.0009140763],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959181,0.000121825,0.0002431442,0.0003804697,0.00007841369,0.000408698,0.000003989014,0.0001272506,0.002718118],"genre_scores_gemma":[0.9959014,0.0002790986,0.003216356,0.0001285256,0.00001058152,0.00009375278,0.00001848309,0.00002461209,0.0003272086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.275345,"threshold_uncertainty_score":0.9992622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254251509612911,"score_gpt":0.2224742755725173,"score_spread":0.2099317604763882,"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."}}