{"id":"W3112031370","doi":"","title":"Scaling back : new process does away with scaling in SAGD water","year":2010,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Manganese; Cadmium; Arsenic; Produced water; Chemistry; Barium; Zinc; Gypsum; Reagent; Lime; Mercury (programming language); Environmental chemistry; Metallurgy; Environmental science; Inorganic chemistry; Environmental engineering; Materials science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007717402,0.001234945,0.0007337953,0.002098728,0.0034831,0.006187522,0.002763168,0.002476854,0.01514345],"category_scores_gemma":[0.008498785,0.0006998749,0.001579352,0.002057998,0.003809987,0.01267128,0.004656398,0.005431158,0.00577994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003574659,"about_ca_system_score_gemma":0.00604557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007021477,"about_ca_topic_score_gemma":0.009582714,"domain_scores_codex":[0.9912788,0.001060792,0.0004854203,0.001097069,0.005305164,0.0007726991],"domain_scores_gemma":[0.9933414,0.0008742178,0.0005007704,0.002041284,0.002709991,0.0005323992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002030493,0.0008779588,0.005101642,0.001183844,0.0001153084,0.001073126,0.004811341,0.004338309,0.05826692,0.08231471,0.05247503,0.7892387],"study_design_scores_gemma":[0.00008547412,0.0007256253,0.002230374,0.0004925502,0.00009034127,0.0007800343,0.003025319,0.008063542,0.04740945,0.03774321,0.8991719,0.0001820876],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06639319,0.008559924,0.674835,0.04875919,0.006158328,0.002564564,0.0005102194,0.01203885,0.1801806],"genre_scores_gemma":[0.273076,0.008381929,0.5848194,0.01655075,0.001445757,0.001271067,0.0008465101,0.00401129,0.1095972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01514345,"threshold_uncertainty_score":0.05065989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00469172028665794,"score_gpt":0.1938068491585578,"score_spread":0.1891151288718999,"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."}}