{"id":"W4210740540","doi":"10.1016/j.chemosphere.2022.133840","title":"Pilot-scale production and in-situ application of petroleum-degrading enzyme cocktail from Alcanivorax borkumensis","year":2022,"lang":"en","type":"article","venue":"Chemosphere","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"TechnoRem (Canada); York University; Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bioreactor; Lipase; Fermentation; Chemistry; Bioremediation; Alkane; Food science; Enzyme; Chromatography; Biochemistry; Bacteria; Biology; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001920932,0.0005800331,0.0004274197,0.0002709231,0.0002809597,0.0005491325,0.0002049258,0.0003130456,0.0004519038],"category_scores_gemma":[0.0001370531,0.0001959893,0.0003818079,0.0003244127,0.0001729021,0.0003229789,0.0003793654,0.0003993364,0.0001855882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002630095,"about_ca_system_score_gemma":0.000320539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002029354,"about_ca_topic_score_gemma":0.003006956,"domain_scores_codex":[0.9998627,0.00001586823,0.00001606294,0.00002473965,0.00004663559,0.00003405217],"domain_scores_gemma":[0.9999435,0.0000120247,0.00001233042,0.000007464133,0.00001247048,0.0000122388],"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":[0.00003796332,0.00002020881,0.0000887842,0.0000266134,0.000003771866,0.00002667967,0.000007238112,0.00004824651,0.9990792,0.000008968545,0.000007867047,0.0006443773],"study_design_scores_gemma":[0.000010198,0.0002227055,0.001790817,0.000005950815,0.00002389501,0.00006158084,0.00004208072,0.0003287857,0.9967858,0.00001599815,0.0007081719,0.000004064451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967067,0.000720627,0.001486697,0.0001007227,0.0000241522,0.00002181091,0.0002194944,0.0000408865,0.0006790524],"genre_scores_gemma":[0.9946945,0.0009836333,0.002298436,0.00002607501,0.000006979549,0.00001953983,0.000408913,0.00001333299,0.0015486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002029354,"threshold_uncertainty_score":0.004035115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007019277000217686,"score_gpt":0.1913152205145156,"score_spread":0.184295943514298,"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."}}