{"id":"W1984973957","doi":"10.1007/s10409-008-0149-y","title":"An accurate model for the thin film flow","year":2008,"lang":"en","type":"article","venue":"Acta Mechanica Sinica","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Inclined plane; Mechanics; Flow (mathematics); Boundary layer; Plane (geometry); Stability (learning theory); Free surface; Shear stress; Materials science; Mathematics; Mathematical analysis; Physics; Geometry; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004555239,0.001070012,0.001491509,0.0008865125,0.0007333523,0.00144041,0.001676722,0.003311215,0.003212294],"category_scores_gemma":[0.002102516,0.0007090722,0.0009196501,0.0007603285,0.001031574,0.003018056,0.0008633647,0.002083552,0.001082291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235532,"about_ca_system_score_gemma":0.001515133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007473391,"about_ca_topic_score_gemma":0.00301571,"domain_scores_codex":[0.9997306,0.0000509652,0.00001348658,0.00004665185,0.0001296309,0.0000285631],"domain_scores_gemma":[0.9996501,0.0001133919,0.00002996128,0.00005264379,0.0001248018,0.00002920711],"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":[0.00004855814,0.00004773101,0.0001813579,0.0001731996,0.00002384381,0.0001753582,0.0000898174,0.8681177,0.009421827,0.1090618,0.002381729,0.01027699],"study_design_scores_gemma":[0.000008374147,0.000004576971,0.00002962919,0.000004654447,0.000003470244,0.00001362277,0.000003693647,0.9930971,0.0003794535,0.005464725,0.0009852075,0.000005441958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0247896,0.002689576,0.9448109,0.001226561,0.0009461974,0.0001514265,0.0004847861,0.0005634676,0.02433757],"genre_scores_gemma":[0.7140517,0.007134338,0.2022926,0.001115092,0.001011608,0.0008173212,0.001182708,0.000766785,0.07162791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007473391,"threshold_uncertainty_score":0.01485974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02910752178518431,"score_gpt":0.2399531408124682,"score_spread":0.2108456190272839,"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."}}