{"id":"W7036169070","doi":"","title":"Biofiltration on organic media, a new sustainable technology for wastewater treatment in small communities and industries","year":2012,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilter; Wastewater; Sanitation; Sewage treatment; Pollutant; Sustainable development; Water treatment; Rural area","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001795066,0.0003091198,0.0002817454,0.0008892959,0.0005526264,0.0009143862,0.0003888994,0.0002573016,0.0008765323],"category_scores_gemma":[0.0001205543,0.000120385,0.0003244423,0.0007293125,0.0003409766,0.0005330564,0.000570129,0.0004266743,0.0003327708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007485563,"about_ca_system_score_gemma":0.0008019422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004436827,"about_ca_topic_score_gemma":0.008457159,"domain_scores_codex":[0.9996966,0.00002527872,0.00001614128,0.00005617702,0.0001730483,0.00003284554],"domain_scores_gemma":[0.999933,0.00001152525,0.00001965679,0.000006864947,0.00001609627,0.00001279755],"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":[0.0001756269,0.0001327382,0.004380642,0.001366985,0.00007218233,0.0002768642,0.0001500792,0.000622502,0.7939036,0.002318913,0.002550933,0.1940488],"study_design_scores_gemma":[0.00005578995,0.0009876492,0.03093881,0.0002130051,0.00016733,0.001308423,0.000335953,0.002295371,0.6721446,0.001040542,0.2904476,0.00006500975],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7242736,0.1502088,0.07338548,0.002469244,0.0008939056,0.0004180892,0.002251405,0.001309155,0.04479023],"genre_scores_gemma":[0.8419761,0.0817059,0.044416,0.0004557156,0.0002035555,0.0002137848,0.001403847,0.0000746597,0.0295504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004436827,"threshold_uncertainty_score":0.008821964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1851485008677598,"score_gpt":0.44694476015051,"score_spread":0.2617962592827502,"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."}}