{"id":"W2004816123","doi":"10.2118/146483-ms","title":"Considerations for Field Implementation of Microbial Enhanced Oil Recovery","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"DuPont (Canada)","funders":"","keywords":"Microbial enhanced oil recovery; Petroleum engineering; Enhanced oil recovery; Residual oil; Environmental science; Oil field; Population; Biochemical engineering; Geology; Engineering; Microorganism","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006186587,0.0005841044,0.0004469295,0.0006686635,0.001190513,0.002323062,0.00184539,0.002453434,0.01016075],"category_scores_gemma":[0.006527102,0.0002489717,0.0004632412,0.0003380318,0.000906865,0.003309169,0.001547107,0.001293441,0.002024345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622959,"about_ca_system_score_gemma":0.003433443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004165659,"about_ca_topic_score_gemma":0.005037311,"domain_scores_codex":[0.9972447,0.001040654,0.0001443894,0.0002909648,0.0007799121,0.0004993699],"domain_scores_gemma":[0.9952894,0.001348601,0.000386762,0.0004503223,0.002004384,0.0005203899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001150083,0.002474781,0.0090232,0.002328054,0.0000709216,0.001110518,0.0005435459,0.0224228,0.4681762,0.01815334,0.01583072,0.4587157],"study_design_scores_gemma":[0.0006754543,0.02440733,0.03205135,0.001541193,0.000182225,0.002226434,0.01269145,0.03846693,0.4400209,0.02183169,0.4256044,0.0003006348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5561384,0.01391937,0.2174114,0.08729408,0.002017087,0.004213534,0.001300047,0.003272887,0.1144332],"genre_scores_gemma":[0.8775919,0.002935144,0.1066502,0.001748752,0.0001638168,0.000910216,0.0003630506,0.00008645727,0.009550429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01016075,"threshold_uncertainty_score":0.0339911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03325372855076276,"score_gpt":0.2721220655880961,"score_spread":0.2388683370373333,"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."}}