{"id":"W4366988202","doi":"10.46690/ager.2023.05.04","title":"A fractal effective permeability model for dual-wet porous Media","year":2023,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Wetting; Permeability (electromagnetism); Porosity; Materials science; Porous medium; Saturation (graph theory); Quartz; Fractal; Chemical engineering; Mineralogy; Composite material; Chemistry; Membrane","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":[0.0005512423,0.0007450546,0.0007100039,0.001343691,0.0003375742,0.0008831489,0.001339372,0.001553109,0.0008443375],"category_scores_gemma":[0.001547118,0.0003187146,0.001003707,0.0005841979,0.0009892249,0.00171131,0.0006021595,0.0008050696,0.0002566198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001186133,"about_ca_system_score_gemma":0.0005027992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00423342,"about_ca_topic_score_gemma":0.001381567,"domain_scores_codex":[0.9995479,0.00009043123,0.00002194742,0.0001090515,0.0001496295,0.00008104177],"domain_scores_gemma":[0.9992154,0.0003390361,0.000157352,0.00004685202,0.0002018537,0.00003952302],"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":[0.00008475865,0.00006469293,0.0009657469,0.0001827352,0.00004370868,0.0005196555,0.0001534134,0.8761322,0.02732804,0.08265822,0.001150029,0.01071678],"study_design_scores_gemma":[0.000003418716,0.00001049837,0.0001178046,0.000003511496,0.000004946683,0.00007072987,0.000005303642,0.994944,0.00070646,0.003668371,0.0004565978,0.000008240806],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08275753,0.001797873,0.9041411,0.0005807604,0.0001124852,0.00008318191,0.0003882308,0.0004275829,0.009711271],"genre_scores_gemma":[0.9500864,0.00144322,0.0381932,0.0001856641,0.0001025366,0.000228843,0.0003184997,0.00008625441,0.009355425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00423342,"threshold_uncertainty_score":0.008606017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03216937625917051,"score_gpt":0.3421912617231099,"score_spread":0.3100218854639394,"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."}}