{"id":"W4415777904","doi":"10.2118/229657-ms","title":"Extended DLVO Modeling of Nanoparticle-Assisted Wettability Alteration in Unconventional Reservoirs","year":2025,"lang":"","type":"article","venue":"","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Disjoining pressure; DLVO theory; Wetting; Contact angle; Brine; Imbibition; Scaling","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":[0.0001935602,0.0003169632,0.0002606893,0.0002174897,0.0001705211,0.0003672827,0.0006035871,0.000593088,0.0006026863],"category_scores_gemma":[0.0004483062,0.0001806806,0.0003948426,0.0001563554,0.000293998,0.0005407422,0.0004356526,0.0002840201,0.0001154032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004381316,"about_ca_system_score_gemma":0.0004983425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007329412,"about_ca_topic_score_gemma":0.005000203,"domain_scores_codex":[0.999917,0.00001290481,0.000004181992,0.0000155916,0.00002741249,0.00002290119],"domain_scores_gemma":[0.9998782,0.00005533923,0.00001842349,0.00001139088,0.00002720215,0.000009458997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004564361,0.00004514274,0.001277847,0.00007368327,0.00001595322,0.0001763596,0.00005848968,0.904386,0.08431578,0.006128664,0.0001144228,0.003361938],"study_design_scores_gemma":[0.000002862391,0.00000690388,0.0001171367,0.000001569912,0.000001177364,0.000005157534,0.000004492998,0.9967549,0.002710917,0.0002384025,0.000154062,0.000002356144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7954706,0.0005272252,0.1929175,0.000238339,0.00004147849,0.00009242546,0.0003412255,0.0001769001,0.01019447],"genre_scores_gemma":[0.9872167,0.0002221233,0.009732658,0.00003367694,0.000005529141,0.00007465558,0.00009265006,0.00002430545,0.002597803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007329412,"threshold_uncertainty_score":0.01457351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839332618325966,"score_gpt":0.2822711140959803,"score_spread":0.2638777879127207,"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."}}