{"id":"W2614969069","doi":"","title":"","year":2012,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Technical university; Miami; Library science; Engineering; Humanities; Geography; Art; Environmental science; Computer science","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001545553,0.001049956,0.001818507,0.0005309267,0.0009792501,0.00002938922,0.003853743,0.001320275,0.006942788],"category_scores_gemma":[0.0001794282,0.001241731,0.001451526,0.002146977,0.00447581,0.002207219,0.004448527,0.001287581,0.0009214482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496042,"about_ca_system_score_gemma":0.0001252131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003413876,"about_ca_topic_score_gemma":0.002340857,"domain_scores_codex":[0.9927706,0.0006104108,0.0009267691,0.001563501,0.002010212,0.002118536],"domain_scores_gemma":[0.9945644,0.0007052534,0.001033603,0.001970578,0.0001728854,0.001553306],"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":[0.007728958,0.00963501,0.3759727,0.0002722932,0.0009276085,0.001462075,0.001745512,0.0003402244,0.5722685,0.002931757,0.01970672,0.00700863],"study_design_scores_gemma":[0.01616394,0.003316361,0.8596693,0.0005746072,0.002858772,0.0009763823,0.006764817,0.0003220145,0.05139956,0.001403079,0.05221409,0.004337088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758481,0.0003001821,0.004920668,0.000977491,0.0001509312,0.001278459,0.0001256933,0.0003967226,0.01600176],"genre_scores_gemma":[0.9400703,0.0004345146,0.0559422,0.00008324184,0.00005854491,5.348116e-7,0.00004711116,0.00006556471,0.003297996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.520869,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218345550387289,"score_gpt":0.1920931312127476,"score_spread":0.1799096757088747,"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."}}