{"id":"W2082679644","doi":"10.1115/1.4027530","title":"Surface Tension-Driven Flows within Thin Drying Paint Films","year":2014,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Surface tension; Materials science; Composite material; Tension (geology); Surface (topology); Mechanics; Geometry; Thermodynamics; Physics; Mathematics; Ultimate tensile strength","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":[0.00009781236,0.0001780705,0.000207268,0.0001461072,0.0003686397,0.0006996281,0.0002329781,0.000252564,0.003736064],"category_scores_gemma":[0.0002175303,0.0001605552,0.0001274342,0.0001055281,0.0003229059,0.0006639282,0.0002991648,0.0007808886,0.0002990898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004468818,"about_ca_system_score_gemma":0.0002043023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006393761,"about_ca_topic_score_gemma":0.0007303969,"domain_scores_codex":[0.9999057,0.000004910451,0.000002079755,0.00002032861,0.00003521257,0.0000318956],"domain_scores_gemma":[0.9998924,0.00005198515,0.00001935276,0.000007466357,0.000015332,0.00001343846],"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":[0.0001089779,0.00004125644,0.0003392869,0.00003699336,0.000002831621,0.0001656667,0.0001537932,0.0006556397,0.9937387,0.001375523,0.0002710851,0.003110294],"study_design_scores_gemma":[0.00005259063,0.0001869681,0.004094669,0.000009254097,0.000004067997,0.00007504556,0.000133637,0.0147601,0.9785847,0.0002677738,0.001814545,0.00001663515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995128,0.0001143333,0.001388312,0.00008507251,0.00002135892,0.00001714291,0.00006882066,0.00005440732,0.00312254],"genre_scores_gemma":[0.9958469,0.00009439563,0.001095219,0.00003101533,0.00001185424,0.00001136852,0.00008332824,0.0000389645,0.002786876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003736064,"threshold_uncertainty_score":0.01249844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008260017057166906,"score_gpt":0.1931701523562276,"score_spread":0.1849101352990607,"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."}}