{"id":"W2895368275","doi":"10.26685/urncst.66","title":"Bioremediation of Fracking: Novel Hybrid Biofilm System Using Synthetically Engineered Curli Fibres","year":2018,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Biofilm; Bacteria; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003092538,0.0001197419,0.0002654056,0.0009809613,0.0003798501,0.0001072188,0.0003716248,0.0001646689,0.000003239868],"category_scores_gemma":[0.0005821779,0.00008972002,0.00003440996,0.001922667,0.002607424,0.0002437788,0.0001587979,0.000700046,0.000004181909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009089523,"about_ca_system_score_gemma":0.0001454103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001817805,"about_ca_topic_score_gemma":0.000009551658,"domain_scores_codex":[0.9980897,0.00005278316,0.000588166,0.000276968,0.0004801164,0.0005122431],"domain_scores_gemma":[0.9987208,0.0002677012,0.00008751614,0.0001707911,0.0005809009,0.000172345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004215301,0.0001338967,0.009476569,0.0001228985,0.00005597083,0.00002184416,0.00002829729,0.00003234056,0.9107674,0.04541619,0.0001606379,0.03374174],"study_design_scores_gemma":[0.003057517,0.001531676,0.02047242,0.001460059,0.0000758957,0.001704829,0.001042651,0.4542463,0.4201792,0.09385463,0.001488416,0.0008864618],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953417,0.0007546277,0.0009883363,0.002295344,0.0003070132,0.0001515724,0.000005697016,0.00006547097,0.00009022428],"genre_scores_gemma":[0.9962945,0.001304751,0.002251054,0.00000641437,0.0001271194,0.000004011745,6.679281e-7,0.000008815522,0.000002672107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4905883,"threshold_uncertainty_score":0.9607162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04799617863539062,"score_gpt":0.3571997999567786,"score_spread":0.309203621321388,"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."}}