{"id":"W4237003537","doi":"10.32920/ryerson.14663634","title":"Instability of inclined fluid-film flow with substrate filtration","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Mechanics; Filtration (mathematics); Darcy's law; Porous medium; Flow (mathematics); Fluid dynamics; Instability; Nonlinear system; Materials science; Substrate (aquarium); Stability (learning theory); Coupling (piping); Porosity; Thermodynamics; Physics; Mathematics; Geology; Computer science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000186819,0.0002640593,0.0003933569,0.00006911808,0.00002124283,0.00006377758,0.0001870974,0.0002809525,0.0003194238],"category_scores_gemma":[0.00002371009,0.0002337906,0.0001071852,0.0001394188,0.00004288796,0.00008435157,0.000134439,0.00041626,0.00000382288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006312534,"about_ca_system_score_gemma":0.0001389943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001986701,"about_ca_topic_score_gemma":0.0009993321,"domain_scores_codex":[0.9988351,0.00002617251,0.0004408291,0.0003100657,0.0002156672,0.0001721791],"domain_scores_gemma":[0.9990391,0.00003620424,0.00005389511,0.0006372446,0.0001714557,0.00006214733],"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":[0.00001850821,0.00006419558,0.001162739,0.0009663086,0.0001590772,0.000009904013,0.0003440541,0.9869277,0.008594249,0.0009901208,0.0001225511,0.0006405854],"study_design_scores_gemma":[0.0002145209,0.00002846589,0.005041617,0.0001255265,0.00003135897,0.000002355507,0.00007485037,0.9806812,0.0131376,0.0003467753,0.00003234254,0.0002833525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326341,0.0002059035,0.0528385,0.00002949334,0.0005970375,0.0002691824,0.00008927566,0.0002532332,0.01308324],"genre_scores_gemma":[0.9756767,0.0001157614,0.02340936,0.00001240796,0.00004071301,0.00002649444,0.0005493354,0.00004145286,0.0001277935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04304254,"threshold_uncertainty_score":0.9533702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00942285246704986,"score_gpt":0.1979786379334603,"score_spread":0.1885557854664105,"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."}}