{"id":"W2341452530","doi":"10.2118/179888-ms","title":"Enhancing Scale Inhibitor Squeeze Retention With Additives","year":2016,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Adsorption; Phosphonate; Polymer; Desorption; Chemical engineering; Precipitation; Chemistry; Mineral oil; Phosphate; Calcium; Organic chemistry","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":[0.0001458867,0.0000860588,0.0000845918,0.000050088,0.00007249855,0.00005335704,0.00004746997,0.00004250793,0.006720413],"category_scores_gemma":[0.00002998053,0.00004782575,0.00002837027,0.00009620786,0.00008855125,0.0004420737,0.00002473566,0.00002081458,0.000298365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005345452,"about_ca_system_score_gemma":0.00002798531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009546353,"about_ca_topic_score_gemma":0.0001286401,"domain_scores_codex":[0.9992015,0.00003719901,0.0001584596,0.0002323982,0.0002078132,0.0001626027],"domain_scores_gemma":[0.9996088,0.00003157186,0.00006071882,0.0001236655,0.0001120881,0.00006314345],"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":[0.00003492468,0.00001571018,0.00006393361,0.000006682548,8.537749e-7,0.000001169463,0.00004977035,7.116107e-7,0.9970695,0.001458164,0.0008850551,0.0004134674],"study_design_scores_gemma":[0.0004468587,0.00008764237,0.0005613533,0.0001334591,0.000004484225,0.000007089272,0.0001059423,0.00001414379,0.9948866,0.0002023643,0.003429879,0.0001201241],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065612,0.000007573566,0.07687961,0.0004936858,0.0002025169,0.0001295652,0.00002657882,0.0002097282,0.01548957],"genre_scores_gemma":[0.9937488,0.000007638144,0.00142356,0.0001578864,0.0001580662,0.00001720727,0.00001167848,0.00001246213,0.004462712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08718762,"threshold_uncertainty_score":0.9941876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009756872865837898,"score_gpt":0.2133800776622551,"score_spread":0.2036232047964172,"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."}}