{"id":"W4247044847","doi":"10.2118/176544-ms","title":"Opportunities for Implementing Cold Water for Fracturing Services in Western Siberia","year":2015,"lang":"en","type":"article","venue":"SPE Russian Petroleum Technology Conference","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Guar gum; Fracturing fluid; Materials science; Viscosity; Guar; Environmental science; Process engineering; Petroleum engineering; Chemical engineering; Chemistry; Geology; Composite material; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002703255,0.0002220716,0.0001235467,0.0004014122,0.0009140121,0.0005443909,0.0003665286,0.000347765,0.005956962],"category_scores_gemma":[0.0002103878,0.00009103389,0.0002145682,0.00052334,0.0003722349,0.0005163114,0.0006017582,0.0003196677,0.0004952012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009201316,"about_ca_system_score_gemma":0.002108336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01353809,"about_ca_topic_score_gemma":0.03775448,"domain_scores_codex":[0.9998808,0.00004080407,0.000006649822,0.00001139497,0.00001834968,0.00004202464],"domain_scores_gemma":[0.9998466,0.00002388498,0.00003166716,0.00001107282,0.0000394677,0.00004725075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008815634,0.0005706598,0.1351885,0.00164153,0.00009520281,0.00637024,0.0044533,0.01084478,0.5047377,0.01186683,0.006141799,0.3172079],"study_design_scores_gemma":[0.00005943285,0.001317395,0.6502105,0.0005362389,0.0001328596,0.001300733,0.02963889,0.01555673,0.1049799,0.006063902,0.1900714,0.0001321171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777288,0.001436051,0.005773112,0.002022577,0.0000670714,0.00007769615,0.0002624475,0.0001312304,0.01250114],"genre_scores_gemma":[0.9910887,0.0006125335,0.004383861,0.0001127777,0.00001019077,0.00002840285,0.00014468,0.00001402479,0.003604761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01353809,"threshold_uncertainty_score":0.02691859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04554296669756385,"score_gpt":0.2618332541226219,"score_spread":0.2162902874250581,"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."}}