{"id":"W7000952919","doi":"","title":"HORIZONTAL WELL STIMULATION IMPROVEMENT WITH FLUID PULSE TECHNOLOGY","year":2013,"lang":"ru","type":"other","venue":"SibFU Digital Repository (Siberian Federal University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Well stimulation; Shock (circulatory); Shock wave; Crevasse; Wavefront; Natural gas field; Scale (ratio)","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.00008893218,0.002343674,0.001740913,0.003484977,0.001314364,0.00244503,0.001770939,0.002092403,0.002194989],"category_scores_gemma":[0.00004161858,0.002502744,0.000615654,0.002385996,0.001506505,0.003265471,0.001105991,0.00133249,0.01311366],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004071422,"about_ca_system_score_gemma":0.001119121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005540238,"about_ca_topic_score_gemma":0.000298582,"domain_scores_codex":[0.9922599,0.000182087,0.001037513,0.003037031,0.001396619,0.002086895],"domain_scores_gemma":[0.9943997,0.00008536149,0.001680002,0.002105613,0.0006883505,0.001040949],"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":[0.02534754,0.01493562,0.09534141,0.003505821,0.02425295,0.05366005,0.00142018,0.001692299,0.4207809,0.04159169,0.2229175,0.09455408],"study_design_scores_gemma":[0.01157781,0.009948527,0.002065192,0.001861514,0.00125073,0.0007744737,0.00439528,0.0005159671,0.01436628,0.0001839132,0.9464707,0.00658956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1691782,0.0002032708,0.0002900166,0.0001038578,0.00134011,0.003340247,0.0004642975,0.001414947,0.823665],"genre_scores_gemma":[0.4182281,0.000016282,0.0002610961,0.00002118731,0.0005393388,0.00001039134,0.000375039,0.0009595815,0.5795889],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7235533,"threshold_uncertainty_score":0.9999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003902462324127392,"score_gpt":0.1671554140459647,"score_spread":0.1632529517218373,"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."}}