{"id":"W4392235299","doi":"10.1002/cjce.25216","title":"Bio‐enhanced oil recovery ( <scp>BEOR</scp> ) methods: All‐important review of the occasions and challenges","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microbial enhanced oil recovery; Biochemical engineering; Enhanced oil recovery; Oil production; Environmental science; Biotechnology; Microorganism; Petroleum engineering; Engineering; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0008499682,0.001088754,0.001160864,0.00236056,0.0003922317,0.001305404,0.0007276922,0.001209721,0.004288776],"category_scores_gemma":[0.0009416066,0.0005308581,0.0009070669,0.003351768,0.0004765097,0.002199628,0.0008508369,0.001612785,0.0022075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005814612,"about_ca_system_score_gemma":0.001159559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088214,"about_ca_topic_score_gemma":0.001356685,"domain_scores_codex":[0.999537,0.00006134556,0.0000610435,0.0000938166,0.0001965956,0.00005023318],"domain_scores_gemma":[0.9994311,0.00023302,0.00008585793,0.0000239444,0.0001951286,0.00003089309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009155543,0.0001717421,0.0003045861,0.05559535,0.0001342761,0.0003155099,0.000195544,0.001033451,0.02165375,0.01583305,0.05285966,0.8518116],"study_design_scores_gemma":[0.00000693715,0.0001335471,0.0004436976,0.002838866,0.00008235128,0.0005950124,0.0001033224,0.0003819818,0.006785325,0.00204761,0.9865367,0.00004465179],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006318993,0.9933374,0.00130897,0.0007272752,0.0007206657,0.00001810391,0.00007955986,0.00002804809,0.003148041],"genre_scores_gemma":[0.003120848,0.9923746,0.001198936,0.0004736514,0.0004459114,0.00002728772,0.0001271612,0.00001362326,0.002217945],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004288776,"threshold_uncertainty_score":0.01434731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01867023885773628,"score_gpt":0.2321246151379385,"score_spread":0.2134543762802022,"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."}}