{"id":"W2554680808","doi":"10.1016/j.fuel.2016.10.105","title":"A molecular dynamics explanation for fast imbibition of oil in organic tight rocks","year":2016,"lang":"en","type":"article","venue":"Fuel","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Imbibition; Dynamics (music); Molecular dynamics; Petroleum engineering; Chemical physics; Geology; Chemistry; Materials science; Mineralogy; Computational chemistry; Physics; Acoustics; Botany; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005158421,0.00005447901,0.00008991836,0.0001413308,0.000007255943,0.000004780016,0.00004817755,0.00004860254,0.00006287911],"category_scores_gemma":[0.00002271762,0.00004273626,0.00004013909,0.0001787955,0.000006160958,0.00008009854,0.000005764765,0.00002370126,0.00001119603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008605267,"about_ca_system_score_gemma":0.00001090766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006286756,"about_ca_topic_score_gemma":0.0004039674,"domain_scores_codex":[0.9996126,0.000008860092,0.0001480559,0.00007096598,0.00007720693,0.00008233033],"domain_scores_gemma":[0.9998154,0.00001609371,0.00002162282,0.00009183164,0.00003287,0.00002217626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004790707,0.0001427145,0.001276733,0.0006766345,0.0001915575,0.0000109065,0.001681773,0.1048476,0.8418898,0.003622319,0.0004937694,0.04511828],"study_design_scores_gemma":[0.001377191,0.00004152772,0.0003042574,0.0001105457,0.00003179157,0.00000124869,0.0002014334,0.927505,0.06714479,0.001914981,0.001132316,0.000234966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3741556,0.000134499,0.6210039,0.0004198179,0.0001007067,0.00007328278,0.00003114209,0.00008375952,0.003997276],"genre_scores_gemma":[0.9993598,0.00007457571,0.0001418693,0.00001142197,0.00001581631,0.0000209569,0.00004397768,0.00001375323,0.0003177882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8226573,"threshold_uncertainty_score":0.1742734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005336688020668038,"score_gpt":0.1971149998715234,"score_spread":0.1917783118508554,"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."}}