{"id":"W2994002727","doi":"10.2175/193864713813525473","title":"A Dynamic Physicochemical Model for Chemical Phosphorus Removal","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Water Environment Federation","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Phosphorus; Chemistry; Environmental science; Environmental chemistry; Biochemical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004318497,0.0009854016,0.001098339,0.0005953347,0.0008570268,0.00146174,0.002118237,0.002532201,0.004700065],"category_scores_gemma":[0.001129313,0.0005447286,0.001257218,0.0007898931,0.0008761479,0.001375248,0.001298936,0.001677837,0.0009150272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662319,"about_ca_system_score_gemma":0.001568117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01411959,"about_ca_topic_score_gemma":0.005495333,"domain_scores_codex":[0.9997166,0.00005066717,0.00001658315,0.00008329992,0.00009735925,0.00003551866],"domain_scores_gemma":[0.9996625,0.0001815126,0.00004015787,0.0000205186,0.00007192857,0.0000233213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000110186,0.00001964348,0.0001820545,0.00003637486,0.00001090591,0.00004855292,0.00001936008,0.9863793,0.001514155,0.009377632,0.0002965486,0.002104561],"study_design_scores_gemma":[0.000006919354,0.000009478856,0.00006392821,0.00000213152,0.00000408847,0.00001226924,0.000003347485,0.9970094,0.0001656201,0.001800479,0.0009166228,0.000005734913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04677336,0.0009625515,0.917999,0.001215459,0.0002548373,0.0002101543,0.00164839,0.0006832813,0.03025292],"genre_scores_gemma":[0.8730845,0.002262792,0.07106352,0.0004153432,0.0002122626,0.001948043,0.001642401,0.0002876836,0.04908364],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01411959,"threshold_uncertainty_score":0.0280748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005837163479293022,"score_gpt":0.1810846906420955,"score_spread":0.1752475271628025,"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."}}