{"id":"W2946708876","doi":"10.2118/0619-0072-jpt","title":"Phosphonate-Based Inhibitor Reduces Scaling Potential of Seawater","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Seawater; Phosphonate; Salinity; Environmental science; Chemistry; Environmental chemistry; Environmental engineering; Chemical engineering; Geology; Oceanography; Organic chemistry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000413767,0.0001162926,0.000332857,0.0005546104,0.0000326253,0.00002770229,0.000254998,0.0001982938,0.0008483625],"category_scores_gemma":[0.00005647701,0.0000955623,0.0001358014,0.0002464967,0.0001537143,0.0001870579,0.00005525339,0.0002069174,0.00004480622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007329717,"about_ca_system_score_gemma":0.0001193057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005395898,"about_ca_topic_score_gemma":8.753379e-7,"domain_scores_codex":[0.998606,0.00004071832,0.000631677,0.0001521791,0.0003630289,0.0002064493],"domain_scores_gemma":[0.9987716,0.0000196526,0.0006321974,0.0001693615,0.0003572244,0.00004998255],"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":[0.0001433552,0.00007686146,0.0004657588,0.00002782482,0.000007503955,0.00001553159,0.00001849778,0.002548981,0.9957425,0.0004014349,0.0002112285,0.0003405129],"study_design_scores_gemma":[0.001157618,0.0003649557,0.0001842379,0.0001058351,0.00002074997,0.00008979499,0.0002056779,0.001361153,0.9945032,0.0004970565,0.001408093,0.0001016015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952839,0.000179764,0.001929978,0.001190588,0.001043537,0.00005682066,0.000006188259,0.00004529585,0.0002639077],"genre_scores_gemma":[0.9981951,0.00001319965,0.001475045,0.000076935,0.00009801687,0.00000136628,0.000002653829,0.00001554772,0.00012213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002911185,"threshold_uncertainty_score":0.9288975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004261195789738675,"score_gpt":0.2112367164951241,"score_spread":0.2069755207053854,"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."}}