{"id":"W2902119883","doi":"10.14288/1.0372051","title":"Biocide inhibition of microbial sulfur reduction in fracing fluids","year":2018,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Veterinary medicine and infectious diseases","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biocide; Sulfur; Chemistry; Environmental science; Microbiology; Environmental chemistry; Biology; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001502742,0.00004078648,0.0002241581,0.0001097174,0.0001148646,0.00001621268,0.00009586799,0.00009357968,0.0003842763],"category_scores_gemma":[0.00003051564,0.0001434286,0.0000906319,0.0003346511,0.0003757288,0.0003736557,0.00007983459,0.00008980156,0.00002660619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007819701,"about_ca_system_score_gemma":0.0000578967,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09905988,"about_ca_topic_score_gemma":0.03387025,"domain_scores_codex":[0.9991854,0.00007366215,0.000174909,0.0002595035,0.0001330457,0.0001735119],"domain_scores_gemma":[0.9994521,0.00001448746,0.0001215705,0.0001794487,0.0001725023,0.00005992635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002915406,0.0004724191,0.02063871,0.0002625603,0.00004336945,0.0005889927,0.0009927229,0.000001730647,0.8438037,0.00000135451,0.008834116,0.1240688],"study_design_scores_gemma":[0.001318937,0.001534406,0.9930646,0.0005369452,0.00003379504,0.0006829099,0.002030687,0.00003813624,0.0003278691,0.0001161862,0.0001631929,0.0001522964],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973426,0.00006189476,0.0001553574,0.00003355721,0.0002285489,0.0001631316,0.00007465429,0.0000486729,0.001891531],"genre_scores_gemma":[0.999455,0.00004872623,0.0001877994,0.0000199504,0.0001272809,3.55278e-7,0.00002882747,0.00001119997,0.0001208351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9724259,"threshold_uncertainty_score":0.9837591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815382457740691,"score_gpt":0.2264986507785251,"score_spread":0.2083448262011182,"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."}}