{"id":"W2579264732","doi":"10.1007/s11242-016-0811-y","title":"On Vibration-Induced Fluid and Particle Motion in Unconsolidated Porous Media: Observations and Dimensional Scaling Analysis","year":2017,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Virtual Materials Group; Shell Canada","keywords":"Porous medium; Bubble; Vibration; Scaling; Context (archaeology); Mechanics; Mass transfer; Materials science; Porosity; Particle (ecology); Wetting; Amplitude; Fluid dynamics; Work (physics); Compaction; Physics; Geology; Optics; Composite material; Acoustics; Thermodynamics; Geometry","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":[0.0003396413,0.0001741018,0.0003109312,0.0002244438,0.00008438165,0.00003181511,0.0001046659,0.0001456581,0.00002213646],"category_scores_gemma":[0.0001583983,0.000185404,0.00003221613,0.0002814401,0.00005036617,0.0004045198,0.00001002837,0.0002031437,0.00000144456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000766743,"about_ca_system_score_gemma":0.00002384277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004268689,"about_ca_topic_score_gemma":0.01015416,"domain_scores_codex":[0.9988278,0.00002201769,0.0003986727,0.0002693457,0.0002439825,0.0002382496],"domain_scores_gemma":[0.9993113,0.0001917272,0.00006171976,0.0002996447,0.00004194432,0.00009366594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001119287,0.000232215,0.8194358,0.0001091175,0.0002271359,0.00027772,0.005270205,0.05392573,0.1015911,0.001694928,0.0000345995,0.01708941],"study_design_scores_gemma":[0.00053127,0.00002113149,0.9431786,0.00007798746,0.00007328849,0.000002232711,0.00004738305,0.02971954,0.02458125,0.001556918,0.000002318586,0.000208098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998247,0.0001024031,0.0008782821,0.0001208058,0.0001571803,0.0001610429,0.00004429017,0.0001645872,0.000124396],"genre_scores_gemma":[0.998389,0.0001654328,0.001174879,0.0000450569,0.00002474986,0.00003703464,0.0001354709,0.00002537358,0.000003022098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1237427,"threshold_uncertainty_score":0.7560555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02270842340093523,"score_gpt":0.2428438382559699,"score_spread":0.2201354148550346,"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."}}