{"id":"W2225376765","doi":"10.5006/c2011-11347","title":"Sulfate Scale Inhibition via Stimulation Programs Carried Out During Well Completion, Deepwater, West Africa","year":2011,"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":"Completion (oil and gas wells); Scale (ratio); Stimulation; Sulfate; Petroleum engineering; Geology; Materials science; Computer science; Metallurgy; Medicine; Physics; Internal medicine","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":["insufficient_payload"],"category_scores_codex":[0.0002601167,0.0002045312,0.000197593,0.0001303731,0.0002455619,0.0001295872,0.00009522594,0.0001145709,0.005434267],"category_scores_gemma":[0.00001082344,0.0001902458,0.00007520644,0.0002058734,0.0001283475,0.0005403819,0.00007412165,0.0000766626,0.0009505886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001122584,"about_ca_system_score_gemma":0.00001864751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001761023,"about_ca_topic_score_gemma":0.0002806831,"domain_scores_codex":[0.9982983,0.00009384462,0.0004658971,0.0004207052,0.0003546509,0.0003665934],"domain_scores_gemma":[0.9991698,0.000009054185,0.0001542818,0.0002508628,0.0002657778,0.0001501827],"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":[0.00009504941,0.0001744479,0.001523732,0.0000442876,0.000002978435,0.000004750244,0.002174617,0.0001124871,0.9951238,0.0005311078,0.00009199051,0.0001207309],"study_design_scores_gemma":[0.001424894,0.0001427055,0.01465627,0.00006424166,0.0000282909,0.00002023023,0.0002858936,0.003693073,0.9771351,0.001129346,0.0009747209,0.0004452639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492828,0.00001255763,0.02979152,0.00004724582,0.0003483104,0.0004812445,0.00001174793,0.000493573,0.01953097],"genre_scores_gemma":[0.996433,0.000005269415,0.002093069,0.00005514631,0.0001027809,0.00005078707,0.0002569862,0.00003156723,0.000971397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04715017,"threshold_uncertainty_score":0.9998273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0423783822717515,"score_gpt":0.22844691894198,"score_spread":0.1860685366702285,"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."}}