{"id":"W2033096181","doi":"10.1016/j.watres.2005.06.022","title":"Biodegradation of petroleum hydrocarbons in an immobilized cell airlift bioreactor","year":2005,"lang":"en","type":"article","venue":"Water Research","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bioreactor; Airlift; Biodegradation; Aeration; Microbial consortium; Chemistry; Bioremediation; Membrane bioreactor; Naphthalene; Bioreactor landfill; Microorganism; Pulp and paper industry; Chromatography; Environmental chemistry; Contamination; Organic chemistry; Biology; Bacteria","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":["insufficient_payload"],"category_scores_codex":[0.0008853785,0.00007733224,0.0001011268,0.0001383112,0.00004283633,0.00002627069,0.0002486691,0.00007068839,0.001822714],"category_scores_gemma":[0.00001306092,0.00005299233,0.00002743191,0.0002284372,0.000168885,0.0002126472,0.0001234652,0.0001641022,0.0012293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379324,"about_ca_system_score_gemma":0.00001227075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008002569,"about_ca_topic_score_gemma":0.001253799,"domain_scores_codex":[0.998535,0.0001777995,0.0002243596,0.000250747,0.0004445136,0.000367593],"domain_scores_gemma":[0.9996256,0.00001146595,0.00002451676,0.0002320481,0.00000791849,0.00009848305],"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":[0.00003638954,0.0002265025,0.05067486,0.000002939551,7.288252e-7,0.000001151486,0.0004818148,0.00001353424,0.9468476,0.000002038047,0.0002859252,0.001426483],"study_design_scores_gemma":[0.0004747667,0.0001095868,0.02214766,0.000003865957,9.336899e-7,4.061953e-7,0.00007485696,0.0007855319,0.9660782,0.00002737607,0.01021487,0.00008195333],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995724,0.000008226933,0.000002296808,0.0005501102,0.0000235161,0.0001780333,0.000007955518,0.00001261696,0.00349321],"genre_scores_gemma":[0.9989719,0.00001408187,0.0002398914,0.00002996489,0.00002393941,0.000005413011,0.00004026203,0.000008186108,0.0006662969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02852719,"threshold_uncertainty_score":0.9995484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03617563076954362,"score_gpt":0.3045501016400039,"score_spread":0.2683744708704603,"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."}}