{"id":"W2080197736","doi":"10.1103/physreve.76.056301","title":"Falling films on flexible inclines","year":2007,"lang":"en","type":"article","venue":"Physical Review E","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; University of British Columbia; American Chemical Society Petroleum Research Fund; University of Alberta","keywords":"Inertia; Nonlinear system; Mechanics; Surface tension; Reynolds number; Physics; Classical mechanics; Deflection (physics); Materials science; Thermodynamics","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":[0.0001763979,0.000117579,0.0002146034,0.00002182871,0.00002584641,0.00001018234,0.000111781,0.00001903924,0.0000351101],"category_scores_gemma":[0.0000426276,0.00009622126,0.0001002324,0.0001637139,0.00001159861,0.00004008698,0.00002004469,0.0001554461,0.0004255591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001574403,"about_ca_system_score_gemma":0.000003202643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002983797,"about_ca_topic_score_gemma":0.000001423963,"domain_scores_codex":[0.9993817,0.000005785539,0.0001647595,0.0001124931,0.0001363426,0.000198884],"domain_scores_gemma":[0.9996274,0.0000821791,0.0000145825,0.0001867426,0.00001825685,0.00007091555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002678871,0.0006379418,0.0002514706,0.01018802,0.0002111974,0.00007226162,0.0002644889,0.02644719,0.07151486,0.408582,0.0406297,0.4411741],"study_design_scores_gemma":[0.0005511987,0.0002304614,0.001890924,0.007251739,0.0001297116,0.000007483874,0.00001170155,0.6322479,0.02268798,0.02030339,0.313364,0.001323478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6439789,0.0814344,0.02014042,0.0007352034,0.002152313,0.001124509,0.00003202942,0.002094109,0.2483081],"genre_scores_gemma":[0.986595,0.01113291,0.0008803941,0.0008601805,0.0003036335,0.00001024205,0.00001323704,0.00003790968,0.0001664789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6058007,"threshold_uncertainty_score":0.5469843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165317732746136,"score_gpt":0.2908801115095627,"score_spread":0.2743483382349491,"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."}}