{"id":"W1974293126","doi":"10.1115/1.1339005","title":"Marangoni Instability in a Finite Container-Transition Between Short and Long Wavelengths Modes","year":2000,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Marangoni effect; Instability; Convection; Advection; Marangoni number; Wavelength; Mechanics; Container (type theory); Physics; Materials science; Optics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002924213,0.0001260209,0.0002839077,0.000111613,0.00002374528,0.00002395745,0.00006502049,0.0000939146,0.0001144549],"category_scores_gemma":[0.000003910801,0.0001129868,0.00007424362,0.000121281,0.00003007449,0.0002305408,0.000001609962,0.0003282547,0.000001450762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005264173,"about_ca_system_score_gemma":0.00001604155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002215846,"about_ca_topic_score_gemma":0.0000788572,"domain_scores_codex":[0.9991419,0.00003078631,0.0004211024,0.00008571522,0.0001438108,0.0001766696],"domain_scores_gemma":[0.9997345,0.00006205173,0.000001896765,0.000078212,0.00003737413,0.00008598839],"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":[0.0008914104,0.0003972531,0.09305581,0.0009317073,0.0005196888,0.0005729388,0.007393874,0.6641059,0.0277245,0.0007482619,0.00007597302,0.2035827],"study_design_scores_gemma":[0.00330465,0.0004183871,0.4521026,0.0004019921,0.0001345398,0.0001771954,0.0001120473,0.5386677,0.002638261,0.0007264235,0.0007587386,0.0005574878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831599,0.0007099271,0.0153306,0.0001543872,0.00004645642,0.0000967872,0.00002352617,0.00001826819,0.0004601348],"genre_scores_gemma":[0.9988911,0.0008281565,0.0001420464,0.00004505804,0.00006236052,0.000001768933,0.000004586966,0.00001923809,0.000005649392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3590468,"threshold_uncertainty_score":0.4607467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00840064635624223,"score_gpt":0.2042967184238446,"score_spread":0.1958960720676023,"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."}}