{"id":"W2077670692","doi":"10.1680/jees.14.00010","title":"Effect of pre-heating on microwave enhanced advanced oxidation process","year":2015,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Phosphorus and nutrient management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sewage sludge; Chemistry; Chemical oxygen demand; Hydrogen peroxide; Manure; Oxygen; Nutrient; Sewage; Phosphorus; Pulp and paper industry; Sewage treatment; Environmental engineering; Environmental science; Organic chemistry; Agronomy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0008559654,0.0001004362,0.0001413284,0.00006559133,0.00004727324,0.00001559272,0.0001809715,0.00001853703,0.00001711698],"category_scores_gemma":[0.00008998454,0.00007803142,0.00002857354,0.0001661673,0.0001598225,0.0003689755,0.00007986675,0.00009094297,0.000004765938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647,"about_ca_system_score_gemma":0.000006560688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002184359,"about_ca_topic_score_gemma":1.13988e-7,"domain_scores_codex":[0.9989362,0.00001304723,0.0002225243,0.0001493456,0.0005192951,0.0001595889],"domain_scores_gemma":[0.9995531,0.00003695919,0.000172503,0.00009105782,0.000004104952,0.0001422383],"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":[0.0001259968,0.000051578,0.001965594,0.00001601409,0.000003801089,0.00000230687,0.0004433529,0.1015533,0.8764935,0.000007552136,0.000009224185,0.01932773],"study_design_scores_gemma":[0.0007051611,0.001723898,0.01895131,0.00007400383,0.00001226545,0.00001363312,0.00009447813,0.006124847,0.9720355,0.00002726962,0.0001308746,0.0001068182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980584,0.00007496327,0.001105818,0.00001186419,0.0001195711,0.0001026478,6.922066e-7,0.000004499927,0.0005214814],"genre_scores_gemma":[0.9990197,0.00003590066,0.0008813866,0.00001122407,0.00001345186,0.000002132139,2.303332e-7,0.000005614571,0.00003032419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09554191,"threshold_uncertainty_score":0.3182029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003016882038968434,"score_gpt":0.2060962846527609,"score_spread":0.2030794026137925,"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."}}