{"id":"W2049420487","doi":"10.2166/aqua.2010.087","title":"Hybrid membrane process: Performance evaluation of biological PAC","year":2010,"lang":"en","type":"article","venue":"Journal of Water Supply Research and Technology—AQUA","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Natural Sciences and Engineering Research Council","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Water Network; Polytechnique Montréal","keywords":"Engineering; Archaeology; Geography","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":[0.00412495,0.000123297,0.0002572474,0.0005253907,0.0001495018,0.00002791612,0.0006502809,0.0002372679,0.00138568],"category_scores_gemma":[0.0006759614,0.00007259614,0.00003548938,0.0004388601,0.001632181,0.0003719274,0.0002980937,0.00106545,0.00008613619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004538704,"about_ca_system_score_gemma":0.00005160697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009347808,"about_ca_topic_score_gemma":0.00001247763,"domain_scores_codex":[0.9977118,0.00009416272,0.0004643052,0.0002310498,0.001079509,0.0004191211],"domain_scores_gemma":[0.9989784,0.00006344495,0.0001646845,0.000316403,0.0003928993,0.00008420979],"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":[0.00009188145,0.0001458586,0.08227614,0.00002330127,0.00001961659,0.00001292645,0.0001236815,0.00001953638,0.8769461,0.0001233982,0.0005339116,0.03968368],"study_design_scores_gemma":[0.0006073936,0.001086186,0.004927052,0.00002090337,0.000009501212,0.0002683337,0.0002553188,0.0006025474,0.9759203,0.01472828,0.001482372,0.00009185026],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959607,0.0001020297,0.000009621065,0.00273017,0.00007467145,0.0002756117,0.000003253936,0.00003919004,0.0008047803],"genre_scores_gemma":[0.9986933,0.0002807266,0.0008555653,0.000008476237,0.00002899575,0.00001975297,0.000002867181,0.000007937499,0.0001023985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09897419,"threshold_uncertainty_score":0.9995272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05004199441374152,"score_gpt":0.3379815138130688,"score_spread":0.2879395193993273,"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."}}