{"id":"W2563566315","doi":"10.1016/j.biortech.2016.12.086","title":"Screening selectively harnessed environmental microbial communities for biodegradation of polycyclic aromatic hydrocarbons in moving bed biofilm reactors","year":2016,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Biostimulation; Biofilm; Microbial inoculant; Biodegradation; Pollutant; Environmental chemistry; Bioaugmentation; Bioremediation; Polycyclic aromatic hydrocarbon; Microbial population biology; Contamination; Environmental science; Bacteria; Chemistry; Bioreactor; Biology; Ecology; 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":[0.000202744,0.0001848641,0.0002390078,0.0003313569,0.00009090297,0.000008542885,0.0003599085,0.0002572378,0.00008667709],"category_scores_gemma":[0.00006753465,0.0001462043,0.00006216483,0.0003974206,0.0006110957,0.0001025475,0.0001510548,0.0001061301,0.00003451304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001794343,"about_ca_system_score_gemma":0.000009800502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000346481,"about_ca_topic_score_gemma":0.000417337,"domain_scores_codex":[0.998831,0.00006116689,0.0003825847,0.0002529778,0.0001305882,0.0003416594],"domain_scores_gemma":[0.9993214,0.0001167219,0.0002504801,0.0002681186,8.196452e-7,0.00004245072],"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":[0.00004283065,0.0000797816,0.1723449,0.000002212634,0.000009118624,3.937314e-7,0.000221527,3.265746e-7,0.8173048,0.000006352373,0.00007752435,0.009910121],"study_design_scores_gemma":[0.001354704,0.000161581,0.08977016,0.00006620114,0.00001554235,0.00000694828,0.0007973583,0.0001899079,0.9049479,0.0002372653,0.002186129,0.0002663431],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978589,0.0000261869,0.0007301562,0.0007453957,0.00003762508,0.000387466,0.00005427746,0.00009668504,0.0000633514],"genre_scores_gemma":[0.9974601,0.00002064763,0.002312663,0.00005695522,0.00001044966,0.00001940987,0.00003308882,0.00002014086,0.00006656583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08764299,"threshold_uncertainty_score":0.5962037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154264846069515,"score_gpt":0.2075785529587342,"score_spread":0.1960359044980391,"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."}}