{"id":"W4413807897","doi":"10.29017/scog.v48i2.1744","title":"Determining The Role of Ion Exchange in Permeability Alteration During Asp Injection: A Laboratory-Scale Study Using Cmg Reactive Transport Modeling","year":2025,"lang":"en","type":"article","venue":"Scientific Contributions Oil and Gas","topic":"Protein purification and stability","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Scale (ratio); Permeability (electromagnetism); Chemistry; Ion transporter; Ion exchange; Biophysics; Ion; Biochemistry; Membrane; Physics; Biology; 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":[0.0009034882,0.00007594962,0.0001032173,0.00007231539,0.0003962629,0.00003634598,0.00007752336,0.00005756401,0.000003009658],"category_scores_gemma":[0.0001195495,0.00006526868,0.00003462547,0.0003306244,0.0001228097,0.0000161202,0.00003735897,0.00008028964,1.508709e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004739622,"about_ca_system_score_gemma":0.0001169996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008699101,"about_ca_topic_score_gemma":0.0007750397,"domain_scores_codex":[0.9990652,0.0001411389,0.0002414746,0.0003307214,0.00009596467,0.0001255693],"domain_scores_gemma":[0.9992706,0.00001047298,0.00005498125,0.0002834584,0.0003547169,0.00002576782],"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":[0.0001404588,0.0005178935,0.1772141,0.00004562546,0.00002464268,3.12231e-7,0.002176989,0.000983363,0.8085322,0.00006413227,0.000001076744,0.01029918],"study_design_scores_gemma":[0.003495969,0.0002066021,0.3710182,0.0001176181,0.0001158894,0.000004374103,0.009661216,0.06741529,0.5447068,0.001360781,0.00148179,0.0004154649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979739,0.000474878,0.0009452589,0.0001018934,0.0001311502,0.0002029003,0.00008627399,0.000006490806,0.00007726681],"genre_scores_gemma":[0.9997716,0.00001256628,0.00002858176,0.000004846869,0.00002225769,0.00005327016,0.00004222886,0.000002438934,0.00006221064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2638254,"threshold_uncertainty_score":0.3047774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008384325952834306,"score_gpt":0.2630483244375554,"score_spread":0.2546639984847211,"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."}}