{"id":"W1999278715","doi":"10.2118/06-05-tn1","title":"Prevention of Refinery Plugging by Residual Oil Gellant Chemicals in Crude-Optimization of Phosphonate Ester Oil Gellants","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"University of Alberta","keywords":"Phosphonate; Refinery; Phosphorus; Volatilisation; Distillation; Chemistry; Environmental science; Pulp and paper industry; Mallinckrodt; Process engineering; Waste management; Petroleum engineering; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001818268,0.0001008535,0.0002730948,0.001318036,0.00001978279,0.000006201813,0.000168929,0.0002019885,0.00004388077],"category_scores_gemma":[0.00002859093,0.0001060189,0.00004810251,0.000569371,0.00007328551,0.00006296168,0.00001069731,0.000262435,0.00000170337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001545915,"about_ca_system_score_gemma":0.00009167927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002876009,"about_ca_topic_score_gemma":0.009160019,"domain_scores_codex":[0.9989169,0.00001265812,0.0006418485,0.00009969936,0.0001237706,0.0002051629],"domain_scores_gemma":[0.9994152,0.00001291653,0.0002612652,0.0001589493,0.00009442337,0.00005723216],"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":[0.00006619082,0.0001897785,0.004842115,0.0003418545,0.0001380891,0.00002976695,0.00008222045,0.2629498,0.6292207,0.001129327,0.06479346,0.03621671],"study_design_scores_gemma":[0.002405511,0.0001717927,0.001591884,0.0005010993,0.00008546078,0.0003404152,0.0002463504,0.01154909,0.80498,0.001357463,0.1762495,0.0005213629],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876091,0.003327062,0.0006611659,0.003372304,0.0001725573,0.00002931925,0.00005759187,0.00005243266,0.004718405],"genre_scores_gemma":[0.9955236,0.001223536,0.002492549,0.00001630832,0.00005010814,0.000004785764,0.00001531318,0.00001860105,0.0006551924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2514007,"threshold_uncertainty_score":0.5111505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004863226561261697,"score_gpt":0.1869292733350704,"score_spread":0.1820660467738087,"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."}}