{"id":"W1987604212","doi":"10.2118/68300-ms","title":"Maintaining Fracture Performance Through Active Scale Control","year":2001,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Fracture (geology); Scale (ratio); Petroleum engineering; Hydraulic fracturing; Investment (military); Environmental science; Geology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006260612,0.0001436364,0.0001855901,0.00004629352,0.00009507836,0.00002824879,0.0001298215,0.00009474607,0.0009314333],"category_scores_gemma":[0.000007520944,0.0001107537,0.00008391619,0.0001579639,0.00002371087,0.0002384036,0.00001116373,0.000253812,0.000123714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005305067,"about_ca_system_score_gemma":0.000006797533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005602735,"about_ca_topic_score_gemma":0.00003015653,"domain_scores_codex":[0.9992719,0.00001251829,0.0001356369,0.0001383014,0.000142729,0.0002989704],"domain_scores_gemma":[0.9996496,0.00004044713,0.00001642298,0.0002047555,0.00002325034,0.00006549413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000151851,0.00001128632,0.00270153,0.00001193504,0.0001140319,0.00001042989,0.0003934887,0.9901302,0.000117715,0.000005683516,0.00124009,0.005248351],"study_design_scores_gemma":[0.0009498764,0.00004561599,0.01805237,0.00004248297,0.00007928386,0.00003563842,0.0006181921,0.6866496,0.01103554,0.0001238084,0.2819095,0.0004580249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.554699,0.0001871197,0.1791849,0.000683187,0.0001396453,0.00009299321,0.00000233576,0.0006182931,0.2643926],"genre_scores_gemma":[0.9969457,0.0003446183,0.0005028984,0.0005256449,0.0002116,0.00001029516,0.000005353163,0.00002427941,0.001429631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4422467,"threshold_uncertainty_score":0.9999819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005126377236404953,"score_gpt":0.2065188911958094,"score_spread":0.2013925139594044,"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."}}