{"id":"W2056292477","doi":"10.1115/1.3222903","title":"Transient Thin-Film Flow on a Moving Boundary of Arbitrary Topography","year":2009,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Mechanics; Inertia; Steady state (chemistry); Flow (mathematics); Hagen–Poiseuille equation; Substrate (aquarium); Newtonian fluid; Transient (computer programming); Materials science; Boundary layer; Boundary value problem; Physics; Classical mechanics; Chemistry; Geology","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":[0.0002760814,0.0002280668,0.000385317,0.000487944,0.00003024423,0.00003862412,0.0002416435,0.0001026249,0.0000196713],"category_scores_gemma":[0.00002531828,0.0002159658,0.0003223219,0.0003125137,0.00001585419,0.0002206982,0.000007813318,0.0005167953,0.000001812574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000611987,"about_ca_system_score_gemma":0.00002818002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001017968,"about_ca_topic_score_gemma":2.352149e-7,"domain_scores_codex":[0.9986216,0.000009237343,0.0006258119,0.0001006588,0.0003641601,0.0002784622],"domain_scores_gemma":[0.9994868,0.00004801818,0.00006156509,0.0001934281,0.00006845056,0.000141725],"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":[0.00002594007,0.00005575948,0.00002393117,0.0001039531,0.00009156811,0.00007374166,0.0004236846,0.8972702,0.09670485,0.001475121,0.0005682166,0.003183015],"study_design_scores_gemma":[0.0006125428,0.0004777269,0.003264172,0.0004245135,0.00004308041,0.0001128797,0.00002809061,0.9819626,0.01067504,0.0002863934,0.001836259,0.0002766768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9062749,0.004335898,0.08390856,0.0001185935,0.001776837,0.0001116093,0.00001475002,0.0001609353,0.003297912],"genre_scores_gemma":[0.9816674,0.0003222254,0.01766617,0.00006844134,0.0002193014,8.359664e-7,0.000001840769,0.000041045,0.00001274661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08602981,"threshold_uncertainty_score":0.8806828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003871317694905841,"score_gpt":0.1787217534060346,"score_spread":0.1748504357111287,"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."}}