{"id":"W2005271577","doi":"10.1016/j.jenvman.2013.03.022","title":"Odor control in lagoons","year":2013,"lang":"en","type":"article","venue":"Journal of Environmental Management","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Canada Research Chairs; Geomembrane Technologies","keywords":"Odor; Biofilter; Environmental science; Aeration; Biochemical engineering; Waste management; Environmental chemistry; Environmental engineering; Chemistry; Engineering","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":[0.0001077238,0.00009411867,0.000174193,0.0001274158,0.00001447533,0.00001378067,0.0002040184,0.00004520127,0.001110528],"category_scores_gemma":[0.00001322499,0.00007431299,0.00008051834,0.0000479305,0.00002575939,0.0001455591,0.00006793327,0.0001796781,0.0001444556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001182311,"about_ca_system_score_gemma":0.00000116459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003767601,"about_ca_topic_score_gemma":2.686338e-7,"domain_scores_codex":[0.9992175,0.0000101041,0.0003320529,0.00008000959,0.0001870406,0.0001732797],"domain_scores_gemma":[0.9996884,0.00002908961,0.0001005727,0.00012135,0.000002661256,0.00005788229],"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":[0.0001168542,0.0009343961,0.02080266,0.00008637166,0.0003921074,0.0003990621,0.0001409475,0.008001826,0.7292263,0.001561342,0.01319027,0.2251478],"study_design_scores_gemma":[0.02993734,0.001040421,0.7176357,0.0006764875,0.0004082881,0.0001929124,0.008376854,0.04312595,0.03876976,0.01144464,0.1466478,0.001743867],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771569,0.000793806,0.007032197,0.002682121,0.0002742634,0.000409151,0.000005004185,0.00005653987,0.01159],"genre_scores_gemma":[0.9974068,0.0001319965,0.001052996,0.0001818677,0.00003619143,0.00001004073,3.224604e-7,0.00001011298,0.001169605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.696833,"threshold_uncertainty_score":0.9998026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004015284739311298,"score_gpt":0.1777644841866513,"score_spread":0.17374919944734,"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."}}