{"id":"W4416822681","doi":"10.2118/230268-ms","title":"Thermal Well Screen Plugging: Revisiting an Old Challenge, Part 1: Role of Drilling Fluids in Screen Impairment","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Permeability (electromagnetism); Drilling fluid; Thermal; Drilling; Slurry; Particle-size distribution; Drawdown (hydrology); Borehole; Filter cake","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":[0.000991368,0.0004442592,0.0004332113,0.0004295557,0.0002587099,0.001186004,0.0005075195,0.0005484189,0.0009775292],"category_scores_gemma":[0.00171127,0.0001543004,0.0002627629,0.000265357,0.0009419898,0.00196279,0.000487423,0.0007481182,0.0001804778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003531447,"about_ca_system_score_gemma":0.0004421664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001389689,"about_ca_topic_score_gemma":0.002054867,"domain_scores_codex":[0.9993349,0.0001558892,0.00004568085,0.00005763388,0.000321852,0.00008411703],"domain_scores_gemma":[0.9986792,0.0004361959,0.0002129981,0.000160645,0.0004134892,0.00009748137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006655204,0.000294519,0.009166986,0.0005210579,0.00003344498,0.0005777268,0.0004403037,0.004399853,0.9238264,0.001131902,0.0004877963,0.05845452],"study_design_scores_gemma":[0.00001935132,0.005735518,0.03060463,0.00009401324,0.00005732349,0.0006932667,0.001321435,0.01561834,0.9375094,0.000980312,0.007263004,0.0001034715],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979731,0.001599437,0.01682631,0.0004745405,0.0000669048,0.00007377581,0.00007441708,0.000192105,0.0009614938],"genre_scores_gemma":[0.9923301,0.0009162593,0.005546889,0.00006821107,0.00002118098,0.0000143236,0.00005021886,0.00003413998,0.001018685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001389689,"threshold_uncertainty_score":0.005242944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008818596454896214,"score_gpt":0.2188326667387057,"score_spread":0.2100140702838095,"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."}}