{"id":"W7062268334","doi":"","title":"STUDY ON HYDRAULIC FRACTURING FLUID SELECTION TO MAXIMIZE EFFECTIVE HYDRAULIC FRACTURE LENGTH","year":2012,"lang":"en","type":"other","venue":"UTPedia (Universiti Teknologi Petronas)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Fracturing fluid; Fracture (geology); Permeability (electromagnetism); Well stimulation; Tight gas; Liquefied petroleum gas; Fracture treatment","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":[0.0006446175,0.0003222186,0.0003595107,0.0006116882,0.0002736948,0.0004909058,0.0003604478,0.0002982955,0.001086641],"category_scores_gemma":[0.001025447,0.0001272152,0.0002185928,0.0005076042,0.0002026594,0.0005393946,0.0002145135,0.0002532986,0.0002611129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003634917,"about_ca_system_score_gemma":0.0004092133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036063,"about_ca_topic_score_gemma":0.001961051,"domain_scores_codex":[0.9996544,0.00004157731,0.00002761833,0.00005960698,0.0001693086,0.00004745969],"domain_scores_gemma":[0.9991048,0.0003311842,0.0001720212,0.00003372993,0.0003130373,0.00004531345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004663956,0.0002907938,0.004706841,0.0003288693,0.00001557306,0.0001232324,0.00008615143,0.009851342,0.9408527,0.0003905952,0.0003122462,0.04257534],"study_design_scores_gemma":[0.00001881369,0.002260027,0.005731966,0.00001710958,0.00003448753,0.0001063017,0.0001020771,0.02152508,0.9679255,0.00008521618,0.002171579,0.00002182736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838394,0.001917688,0.01121771,0.00007251857,0.00001787144,0.00007261069,0.0001388601,0.00007992829,0.002643394],"genre_scores_gemma":[0.9837576,0.0009483842,0.01366125,0.00001739484,0.000005682569,0.00003753891,0.0001227502,0.00002847529,0.001421019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001086641,"threshold_uncertainty_score":0.003635228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115741755462692,"score_gpt":0.2327400377140834,"score_spread":0.2215826201594565,"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."}}