{"id":"W4389540976","doi":"10.17118/11143/20977","title":"Instabilities of thermally modulated flow","year":2023,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Flow (mathematics); Materials science; Computer science; Mechanics; Physics","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":[0.0001225852,0.0002530787,0.0002058236,0.0002940104,0.0002806604,0.0005421162,0.0001736118,0.0002552662,0.0008162246],"category_scores_gemma":[0.0004915498,0.0001228215,0.0002327128,0.0001710452,0.0008058106,0.0003427826,0.0003776591,0.0002708647,0.0001172439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245147,"about_ca_system_score_gemma":0.0002879347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000480142,"about_ca_topic_score_gemma":0.0002322582,"domain_scores_codex":[0.9998653,0.00002765242,0.000006708703,0.00002484933,0.00004486076,0.00003075309],"domain_scores_gemma":[0.9998135,0.00004073659,0.00006255264,0.00001897668,0.00004511435,0.0000190885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003671065,0.0000519744,0.002962729,0.0001406617,0.0000243125,0.0003542651,0.0002825375,0.03346843,0.932421,0.01929609,0.0004417923,0.01018904],"study_design_scores_gemma":[0.000105606,0.0004672557,0.01637149,0.00004058889,0.0000281188,0.0007867008,0.0001394185,0.4831547,0.4791654,0.01566702,0.003977587,0.00009610676],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9573049,0.0006522678,0.03632705,0.0001016971,0.0000313208,0.00004967402,0.00007435898,0.0001545628,0.005304278],"genre_scores_gemma":[0.9959508,0.00012645,0.003063522,0.00001989069,0.00001448311,0.00002619848,0.00004230066,0.00001304127,0.0007433037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008162246,"threshold_uncertainty_score":0.002730548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007590541083335707,"score_gpt":0.1815075559652969,"score_spread":0.1739170148819612,"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."}}