{"id":"W2598949730","doi":"10.2118/184535-ms","title":"Automatic Optimisation of Oilfield Scale Inhibitor Squeeze Treatments Delivered by DSV","year":2017,"lang":"en","type":"article","venue":"SPE International Conference on Oilfield Chemistry","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Brine; Nucleation; Shut down; Produced water; Chemistry; Petroleum engineering; Environmental science; Materials science; Environmental engineering; Process engineering; 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":[0.0000463027,0.0001753114,0.0001772186,0.00002922808,0.00005348263,0.00008870658,0.0005188606,0.0001773135,0.002042182],"category_scores_gemma":[0.00008311116,0.0001856823,0.00007413756,0.00001809968,0.00005564319,0.0001967927,0.00005504997,0.0001793708,0.00002172587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001019529,"about_ca_system_score_gemma":0.00002700603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004679594,"about_ca_topic_score_gemma":0.000007581205,"domain_scores_codex":[0.999114,0.000005113403,0.0002687591,0.0001985637,0.0002711136,0.0001424684],"domain_scores_gemma":[0.9992256,0.00004222637,0.0001468521,0.0004120718,0.0001154863,0.0000577531],"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":[0.00002995096,0.0001075549,0.0004374438,0.0001221972,0.000128543,0.000005966353,0.00008925923,0.0001181254,0.9232266,0.0002543971,0.005984755,0.0694952],"study_design_scores_gemma":[0.0003469646,0.00003572414,0.0001399443,0.0002309366,0.0000118105,0.000002496517,0.00003431086,0.01416648,0.9833892,0.0012618,0.0002130786,0.0001672353],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7236005,0.00002128925,0.0009011897,0.0003355452,0.0003224618,0.00006965042,0.0000721387,0.0001800197,0.2744972],"genre_scores_gemma":[0.9944049,0.0003387117,0.002152034,0.0000286494,0.0000936479,0.00003124167,0.0000615894,0.00001860282,0.002870593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2716266,"threshold_uncertainty_score":0.9988701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493444150562886,"score_gpt":0.2644229795428581,"score_spread":0.2494885380372293,"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."}}