{"id":"W6940685991","doi":"10.11575/prism/26899","title":"Microbial Communities Associated with Hydraulic Fracturing Fluids from Shale Gas Fields in Western Canada","year":2015,"lang":"en","type":"other","venue":"PRISM (University of Calgary)","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Genome Alberta; Alberta Innovates; Shell; Shell Global Solutions International; Suncor Energy Incorporated; ConocoPhillips; Genome Canada","keywords":"Hydraulic fracturing; Microbial population biology; Biomass (ecology); Natural gas; Fracturing fluid; Shale gas; Oil shale; Methane","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0001515224,0.0003939767,0.0003033486,0.001832917,0.002231548,0.0008244613,0.0003622083,0.0002247858,0.0009347363],"category_scores_gemma":[0.0002524167,0.000169645,0.0001754492,0.002248211,0.0005964871,0.0001793124,0.0004984325,0.0002212478,0.0001697346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006625829,"about_ca_system_score_gemma":0.0104118,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9621068,"about_ca_topic_score_gemma":0.9872162,"domain_scores_codex":[0.9997801,0.000006471889,0.00001036333,0.00003304517,0.00008862823,0.00008130309],"domain_scores_gemma":[0.9996569,0.00001302458,0.00003132352,0.000004039053,0.000194767,0.0000999916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009364788,0.0002800795,0.7582945,0.0003225289,0.00008518758,0.001560168,0.01758155,0.0005712816,0.1735252,0.0002719615,0.001017409,0.04555366],"study_design_scores_gemma":[0.000007071565,0.00009361233,0.9862007,0.00002477874,0.00002052084,0.00009846847,0.007954293,0.0002621845,0.003520881,0.0000241098,0.001777549,0.00001578247],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978264,0.0002018336,0.00005919383,0.00003046415,0.000002368776,0.0000258163,0.000710118,0.000004853877,0.001138835],"genre_scores_gemma":[0.9936399,0.0005292599,0.0004931616,0.00005382167,0.000002970885,0.00001728928,0.001641304,0.000004062609,0.003618265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03789324,"threshold_uncertainty_score":0.07623273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009557481179108459,"score_gpt":0.1590275574821444,"score_spread":0.1494700763030359,"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."}}