{"id":"W2226234717","doi":"10.1306/13371601st643568","title":"Potential Role of Microbial Biofilms in Oil Sands Tailings Management","year":2013,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil sands; Tailings; Asphalt; Geology; Steam-assisted gravity drainage; Resource (disambiguation); Mining engineering; Earth science; Unconventional oil; Mineral resource classification; Geochemistry; Petroleum engineering; Oil shale; Archaeology; Geography; Paleontology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002351346,0.0003757977,0.0008034782,0.0004668444,0.00001974338,0.0000152306,0.0002669302,0.0002972561,0.00008640476],"category_scores_gemma":[0.00001515483,0.0004344266,0.0002378854,0.00004187684,0.0001533404,0.00003081096,0.00007514572,0.0003974503,0.00004447387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003417514,"about_ca_system_score_gemma":0.00002273727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003257382,"about_ca_topic_score_gemma":0.0000359059,"domain_scores_codex":[0.9982237,0.00001786446,0.0007466836,0.0002849459,0.0003361497,0.0003907109],"domain_scores_gemma":[0.9988521,0.00005624313,0.0006608194,0.0002845052,0.00008581398,0.00006052963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001151598,0.0001298396,0.003313942,0.001911335,0.003441478,0.00006783717,0.001070205,0.6044195,0.06520042,0.02766878,0.004358708,0.2883028],"study_design_scores_gemma":[0.01215128,0.001953527,0.009307656,0.004742561,0.002626328,0.00003940579,0.001668686,0.2601077,0.04242682,0.01062534,0.6436779,0.01067282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04022719,0.0003922514,0.0005164691,0.00003642037,0.000549373,0.0001468404,0.0000773405,0.0002906724,0.9577634],"genre_scores_gemma":[0.7451968,0.0004991754,0.001042393,0.00001699411,0.0001117655,0.0000190227,0.0000576898,0.00009142913,0.2529647],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7049696,"threshold_uncertainty_score":0.9998108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002331040916278091,"score_gpt":0.1614219756781727,"score_spread":0.1590909347618946,"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."}}