{"id":"W2069978639","doi":"10.1061/41095(365)59","title":"Pamper Bacteria, They Will Help Us: Application of Biochemical Mechanisms in Geo-Environmental Engineering","year":2010,"lang":"en","type":"article","venue":"GeoFlorida 2010","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Biochemical engineering; Engineering","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":[0.0004608255,0.000478455,0.0003142729,0.0004299515,0.0004627156,0.001293644,0.0003611398,0.001054239,0.002084745],"category_scores_gemma":[0.0004756523,0.000284496,0.0003105782,0.0002577608,0.0009325725,0.001853456,0.0008890023,0.001142011,0.0007880548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004660042,"about_ca_system_score_gemma":0.0003019492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002715282,"about_ca_topic_score_gemma":0.00026323,"domain_scores_codex":[0.9997923,0.0000386889,0.00001059341,0.00003743415,0.00008908572,0.00003193559],"domain_scores_gemma":[0.9998883,0.00004384406,0.0000136509,0.00001491995,0.00001540825,0.00002387054],"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":[0.0002929887,0.0003180269,0.0006147317,0.000911927,0.000050214,0.0006006995,0.0005154658,0.004150902,0.5998154,0.120515,0.01007001,0.2621447],"study_design_scores_gemma":[0.00007670846,0.000596318,0.0009275845,0.0001486037,0.00003846304,0.001257063,0.0003847133,0.01187936,0.7390622,0.04373752,0.2017988,0.00009265566],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3186277,0.1517241,0.3545196,0.0550251,0.008992216,0.0003173232,0.0002197394,0.002341894,0.1082324],"genre_scores_gemma":[0.6685317,0.09923373,0.1590653,0.003356968,0.0005551243,0.0001793526,0.0001055753,0.0002186164,0.06875367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002084745,"threshold_uncertainty_score":0.006974101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001968230493438388,"score_gpt":0.149965069013543,"score_spread":0.1479968385201046,"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."}}