{"id":"W1934545931","doi":"10.1002/cjce.22382","title":"Numerical investigation on hydrodynamics of vertically confined free film","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Free surface; Materials science; Window (computing); Flow (mathematics); Falling (accident); Mechanics; Optics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001523013,0.0004028257,0.000420147,0.000375541,0.0004657322,0.0005293624,0.000593101,0.001186311,0.001866614],"category_scores_gemma":[0.0007045766,0.0002621721,0.0005331354,0.000290585,0.0004937144,0.0005304916,0.0004700972,0.0004200886,0.0001110722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000710706,"about_ca_system_score_gemma":0.0009078092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02250798,"about_ca_topic_score_gemma":0.007857253,"domain_scores_codex":[0.9999108,0.00001386856,0.000004424946,0.00001968798,0.00002305009,0.00002818584],"domain_scores_gemma":[0.9997647,0.00009619237,0.00004221799,0.00001342443,0.0000562359,0.00002718527],"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":[0.00008740123,0.00008157505,0.003820714,0.00009980525,0.00002834811,0.000369667,0.0001057443,0.9690993,0.01701502,0.00532794,0.0003866118,0.003577867],"study_design_scores_gemma":[0.000007695056,0.00001385361,0.0003879691,0.00000219413,0.000002422202,0.000009925393,0.00001139943,0.9988375,0.0004593169,0.0001347504,0.0001294863,0.000003476387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9056136,0.0005942484,0.07719737,0.0004882761,0.0001426227,0.0001047309,0.0004771961,0.0002609902,0.015121],"genre_scores_gemma":[0.9836687,0.0001681359,0.01212606,0.00004885276,0.00002500317,0.00007142097,0.0001740689,0.0000238966,0.003693916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02250798,"threshold_uncertainty_score":0.04475391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01087435679933384,"score_gpt":0.1656146382929381,"score_spread":0.1547402814936043,"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."}}