{"id":"W2293869765","doi":"10.1063/1.4943246","title":"Numerical investigation of oscillatory thermocapillary flows under zero gravity in a circular liquid film with concave free surfaces","year":2016,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Japan Society for the Promotion of Science; Indian Institute of Management Calcutta; Ministry of Education, Culture, Sports, Science and Technology","keywords":"Physics; Mechanics; Flow (mathematics); Free surface; Instability; Boundary layer; Symmetry (geometry); Zero gravity; Mixing (physics); External flow; Classical mechanics; Geometry","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":[0.0001326568,0.0001643555,0.0002978304,0.00004712942,0.00001567505,0.000005374964,0.0001935747,0.00007860801,0.00000986266],"category_scores_gemma":[0.0000152369,0.0001230696,0.00006237324,0.0002161371,0.0001429228,0.000148143,0.00003795667,0.00009415844,0.000003965062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005436322,"about_ca_system_score_gemma":0.0000501414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008752118,"about_ca_topic_score_gemma":0.000008893427,"domain_scores_codex":[0.9991063,0.00003477638,0.0002646105,0.00016539,0.0002473561,0.0001815426],"domain_scores_gemma":[0.9993498,0.00008137929,0.00004747524,0.0003840809,0.00007688584,0.00006032645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000406438,0.00003686903,0.006123472,0.0001496327,0.00009698001,0.000002892476,0.0004735221,0.0603686,0.9212906,0.01103094,0.0001057755,0.0002800118],"study_design_scores_gemma":[0.002973314,0.0006554963,0.04283923,0.0006324235,0.00007287569,0.000004814454,0.00008761109,0.43317,0.4416782,0.07690395,0.00006264146,0.0009194261],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787413,0.0003231314,0.02019807,0.00004548276,0.00009489916,0.0001210118,0.0000392243,0.00005216547,0.0003846782],"genre_scores_gemma":[0.9991638,0.00006822659,0.0006661877,0.00002012823,0.00002396332,0.000007094199,0.000007743685,0.00003666028,0.000006190676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4796125,"threshold_uncertainty_score":0.5018633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008969253448999827,"score_gpt":0.1889262235331451,"score_spread":0.1799569700841453,"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."}}