{"id":"W2276855853","doi":"10.15436/2378-6841.15.e001","title":"Bio-filters Application for Treatment of Volatile Organic Compounds and Odor","year":2015,"lang":"en","type":"article","venue":"JOURNAL OF ENVIRONMENT AND HEALTH SCIENCE","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Odor; Environmental science; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002963924,0.00004736333,0.0001455191,0.00005840502,0.00005079112,0.000006719918,0.00006905723,0.00002070375,0.000002804095],"category_scores_gemma":[0.00001545543,0.0000329201,0.00001540444,0.00004916769,0.0001189122,0.00007876319,0.00001866213,0.00002306976,3.08282e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001151099,"about_ca_system_score_gemma":0.00004980675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005967037,"about_ca_topic_score_gemma":4.007074e-7,"domain_scores_codex":[0.9994913,0.000001738093,0.0001985684,0.00007621808,0.0001288211,0.0001033181],"domain_scores_gemma":[0.9996152,0.00002014334,0.0001546658,0.0000648504,0.00001500835,0.0001301225],"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":[0.00008585375,0.0001634343,0.03479047,0.00007048735,0.00001412011,4.419104e-7,0.0007267011,0.0002474555,0.8812997,0.0004646785,0.0004055627,0.08173114],"study_design_scores_gemma":[0.01642301,0.01524922,0.157534,0.0002898542,0.0001515378,0.000175579,0.004040883,0.1955968,0.4958901,0.007044826,0.1068054,0.0007987527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804755,0.001714826,0.01464594,0.002896279,0.00005308521,0.000165411,0.000002287195,0.000008692927,0.00003791598],"genre_scores_gemma":[0.9953161,0.0005985612,0.003999553,0.00002411648,0.00002493424,0.000002507302,3.058841e-7,0.000002621204,0.00003122663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3854095,"threshold_uncertainty_score":0.1342442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05533835141489678,"score_gpt":0.3058622883925256,"score_spread":0.2505239369776288,"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."}}