{"id":"W1990587796","doi":"10.2118/121857-ms","title":"Impact of Mutual Solvent Preflush on Scale Squeeze Treatments: Extended Squeeze Lifetime and Improved Well Clean-up Time","year":2009,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"Heriot-Watt University","keywords":"Solvent; Scale (ratio); SCALE-UP; Petroleum engineering; Chemistry; Environmental science; Computer science; Process engineering; Engineering; Organic chemistry; Physics","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":[0.0001780368,0.0002416705,0.0003035403,0.0001124674,0.00007638812,0.00008067051,0.000104515,0.0001188801,0.004792662],"category_scores_gemma":[0.00002910841,0.0001840598,0.0001521769,0.0001346211,0.0001001635,0.0002629543,0.0000392602,0.00006434739,0.0002164171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001592177,"about_ca_system_score_gemma":0.00006537198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008706455,"about_ca_topic_score_gemma":0.000007532559,"domain_scores_codex":[0.9985558,0.00007138992,0.0003915688,0.0004095997,0.0002685109,0.0003030896],"domain_scores_gemma":[0.9992315,0.00003638512,0.0001551155,0.0002901384,0.0001046944,0.0001821376],"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":[0.0004056426,0.000465493,0.00003952938,0.000008350697,0.00001285243,0.000001838173,0.000169878,0.0000487525,0.9944186,0.0002198666,0.00239404,0.001815199],"study_design_scores_gemma":[0.004615468,0.005468236,0.01992801,0.0000845585,0.00007974628,0.00001965788,0.00008059992,0.01005555,0.9580781,0.0007572949,0.0003471161,0.0004855859],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815542,0.00003098019,0.0003050736,0.0001309493,0.0001097901,0.0004539817,0.00007000931,0.0001393133,0.01720577],"genre_scores_gemma":[0.9941668,0.00002623381,0.0003293747,0.0003155642,0.0000815359,0.000008306109,0.00006647659,0.00001854403,0.004987192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03634038,"threshold_uncertainty_score":0.9961171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007942568876129083,"score_gpt":0.2612668798242814,"score_spread":0.2533243109481523,"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."}}