{"id":"W2913592132","doi":"10.30564/jmser.v1i1.383","title":"Effect of Aromatic Ring, Cation, and Anion Types of Ionic Liquids on Heavy Oil Recovery","year":2019,"lang":"en","type":"article","venue":"Journal of Management Science & Engineering research","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Brine; Alkali metal; Chemistry; Ionic liquid; Ionic bonding; Ion; Chemical engineering; Inorganic chemistry; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00454268,0.0001040317,0.0002401755,0.001140757,0.00002995782,0.00003667603,0.0003878246,0.00003712269,0.000008920379],"category_scores_gemma":[0.0002592144,0.00008923982,0.00004815436,0.0008153938,0.00008271061,0.0003727466,0.00008775757,0.0002687168,0.000005675378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001942246,"about_ca_system_score_gemma":0.00002414118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003747992,"about_ca_topic_score_gemma":3.570542e-7,"domain_scores_codex":[0.9983272,0.00004130221,0.0003553947,0.0001293696,0.0008795681,0.0002671701],"domain_scores_gemma":[0.9992247,0.0002519951,0.00008723545,0.000250516,0.000117242,0.00006836576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001788224,0.00007178156,0.00155969,0.004806453,0.0001154206,0.00001179652,0.0002103561,0.59391,0.3353543,0.002056188,0.000239881,0.06148532],"study_design_scores_gemma":[0.00063512,0.004356026,0.01465761,0.003734646,0.00002794194,0.00001797341,0.00005476429,0.05046824,0.9251475,0.0002696635,0.000400229,0.0002302484],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951829,0.000368261,0.001305321,0.00001686308,0.0002312623,0.0001233567,4.598185e-7,0.00003246833,0.002739091],"genre_scores_gemma":[0.9971722,0.0008815513,0.00177197,0.000001497321,0.00002212471,0.000005571726,1.552022e-7,0.0000162786,0.0001285885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5897932,"threshold_uncertainty_score":0.3639094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008423553765216621,"score_gpt":0.2912803461361499,"score_spread":0.2828567923709333,"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."}}