{"id":"W1982478251","doi":"10.4043/23150-ms","title":"A Fast and Information-Rich Test Method for Scale Inhibitor Performance","year":2012,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Turbidity; Scaling; Computer science; Chemistry; Scale (ratio); Environmental science; Process engineering; Engineering; Mathematics; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002295133,0.001304778,0.000878542,0.002124921,0.0005317093,0.0008970355,0.001326259,0.001145422,0.003675623],"category_scores_gemma":[0.00353628,0.0006854989,0.000594227,0.001084651,0.000553277,0.001231608,0.001237358,0.001333344,0.002589208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004187735,"about_ca_system_score_gemma":0.0007268341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000558658,"about_ca_topic_score_gemma":0.00100472,"domain_scores_codex":[0.9953188,0.0006540479,0.0003322272,0.0005672288,0.002932562,0.0001950982],"domain_scores_gemma":[0.9949373,0.001589271,0.0007376089,0.0008908765,0.001659931,0.0001850825],"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":[0.0001267357,0.0001362204,0.0009004507,0.000251195,0.00002476616,0.00008346035,0.00004852106,0.0003598689,0.9655385,0.0003760703,0.0008707955,0.03128342],"study_design_scores_gemma":[0.0000139472,0.0002859475,0.00095225,0.00001978423,0.00002650424,0.0001653253,0.00002072196,0.003103032,0.9909284,0.0001341393,0.004321746,0.00002824821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1141873,0.003964263,0.8618268,0.0005748695,0.0004973708,0.001502147,0.003109411,0.006836837,0.007500924],"genre_scores_gemma":[0.3228741,0.003205109,0.6542278,0.0006099215,0.0001275669,0.002354839,0.003118385,0.0004848137,0.01299756],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003675623,"threshold_uncertainty_score":0.01229614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267849028501832,"score_gpt":0.2524735190863473,"score_spread":0.239795028801329,"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."}}