{"id":"W4390542367","doi":"10.1002/cjce.25167","title":"Experimental study of hydrophilic additives on filter cake permeability and filtrate losses","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Carboxymethyl cellulose; Filter cake; Materials science; Rheology; Polymer; Filtration (mathematics); Permeability (electromagnetism); Pulp and paper industry; Composite material; Drilling; Chemistry; Sodium; Chromatography; Membrane; Metallurgy; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001587237,0.0001590942,0.0002089661,0.0001513683,0.00002686285,0.00005892573,0.0001490602,0.00004922204,0.00003667503],"category_scores_gemma":[0.00005184239,0.0001231658,0.0000644524,0.0001389442,0.00004991869,0.00008621087,0.000008431118,0.0003692372,0.000001771353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146767,"about_ca_system_score_gemma":0.00004817413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000138717,"about_ca_topic_score_gemma":0.00002657297,"domain_scores_codex":[0.9992729,0.000009060514,0.0002740302,0.00009573385,0.0001349774,0.000213335],"domain_scores_gemma":[0.9994714,0.0001366563,0.00001835928,0.0001273322,0.00002426694,0.0002219325],"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":[0.000008443801,0.00003593355,0.00005695907,0.0002365203,0.0002112621,0.0001214999,0.003902498,0.8353144,0.1589892,0.0001600507,0.0002346795,0.0007285984],"study_design_scores_gemma":[0.0004783893,0.0004138653,0.0004046062,0.0007581363,0.00007638628,0.0002641774,0.0003917246,0.4235505,0.5719527,0.00005989511,0.001226214,0.0004234872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967285,0.002453145,0.0001214036,0.00003395788,0.0003799462,0.00007262285,0.00001438285,0.0000447696,0.0001512161],"genre_scores_gemma":[0.9997155,0.00000554794,0.00004306284,0.000004732048,0.0001835513,0.000003589696,7.768288e-7,0.00003580468,0.000007403959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4129635,"threshold_uncertainty_score":0.5022553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009194780993390791,"score_gpt":0.1974667130400583,"score_spread":0.1882719320466675,"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."}}