{"id":"W2095261601","doi":"10.2118/113804-ms","title":"Deployment of Real-Time Scale Deposition Monitoring Equipment to Optimize Chemical Treatment for Scale Control During Stimulation Flowback","year":2008,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Deposition (geology); Degradation (telecommunications); Environmental science; Scale (ratio); Petroleum engineering; Geology; Computer science; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0001051836,0.000156745,0.0002523013,0.0000762716,0.0001301738,0.00002684865,0.00006300757,0.00006766515,0.000219399],"category_scores_gemma":[0.00001179941,0.0001440225,0.0001014341,0.00009792101,0.00003482973,0.0001622189,0.00002816386,0.00001741518,0.00003000386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004285511,"about_ca_system_score_gemma":0.00003094671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007574402,"about_ca_topic_score_gemma":0.000003512131,"domain_scores_codex":[0.9987228,0.00003058315,0.0004161881,0.000309242,0.0002760388,0.0002451649],"domain_scores_gemma":[0.9993982,0.00004561056,0.00009616101,0.000171402,0.0001511244,0.0001374498],"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":[0.0004225331,0.0001852286,0.0003725833,0.00002249609,0.000006835973,0.000001017691,0.0002589263,0.02043396,0.9781429,0.00001150441,0.00003859301,0.0001033776],"study_design_scores_gemma":[0.002754124,0.0002368019,0.001443143,0.00005228988,0.00002950335,0.000008625169,0.000033961,0.0174972,0.9777727,0.00001060269,0.00001008511,0.0001510255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9656627,0.000008226471,0.03254738,0.00009436445,0.0001278666,0.0009389249,0.00003548562,0.0001227038,0.0004624093],"genre_scores_gemma":[0.9738386,0.00002192469,0.02538637,0.00002080448,0.0001371191,0.0001926783,0.00004486486,0.00002246496,0.0003351569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008175985,"threshold_uncertainty_score":0.5873069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02077714394262083,"score_gpt":0.2636021307249625,"score_spread":0.2428249867823416,"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."}}