{"id":"W4414238273","doi":"10.1007/s11242-025-02217-w","title":"Connectedness Theory of Relative Permeability","year":2025,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Relative permeability; Social connectedness; Wetting; Saturation (graph theory); Permeability (electromagnetism); Phase (matter); Exponent; Critical exponent","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0003562623,0.0001286152,0.0002821306,0.0001409581,0.000008714854,0.000001229629,0.0001461167,0.0001335528,0.0001021772],"category_scores_gemma":[0.0000878419,0.0001322144,0.0000541423,0.0003325167,0.0001021156,0.0001106935,0.000004612725,0.0002283263,0.000002351557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008354343,"about_ca_system_score_gemma":0.00004126096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002904,"about_ca_topic_score_gemma":0.0003297296,"domain_scores_codex":[0.9991755,0.00003290418,0.0003612791,0.0001522456,0.0001059582,0.0001720604],"domain_scores_gemma":[0.999302,0.0003625492,0.00002518267,0.0002442478,0.00003895965,0.00002708132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005858215,0.0006671874,0.4470101,0.003106553,0.0004198437,0.0001932336,0.03502124,0.008779793,0.03938268,0.3189221,0.0004883148,0.1454232],"study_design_scores_gemma":[0.0007653411,0.00004515013,0.6333921,0.0005389512,0.00005765295,0.000002056692,0.0005798839,0.0003300204,0.1695609,0.1939396,0.0004024524,0.000385977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390532,0.0004714089,0.01637411,0.00001344101,0.0003346733,0.0001918072,0.00003359796,0.0003801301,0.04314766],"genre_scores_gemma":[0.9985001,0.0001501192,0.001142375,0.0000175252,0.000008288741,0.00003626694,0.00001984577,0.00001776855,0.0001077015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.186382,"threshold_uncertainty_score":0.5391546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008222425228387488,"score_gpt":0.2268675408253858,"score_spread":0.2186451155969984,"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."}}