{"id":"W4400235634","doi":"10.11159/ffhmt24","title":"Proceedings of the 11th International Conference on Fluid Flow, Heat and Mass Transfer (FFHMT 2024)","year":2024,"lang":"en","type":"paratext","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education; Sanofi Pasteur; Mitacs; Agence Nationale de la Recherche; Natural Sciences and Engineering Research Council of Canada; McMaster University; Sanofi","keywords":"Mass transfer; Fluid dynamics; Heat transfer; Mechanics; Flow (mathematics); Materials science; Computer science; Geology; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004112303,0.001081275,0.001105755,0.0004516001,0.000206502,0.000439551,0.001529207,0.0005824664,0.001063496],"category_scores_gemma":[0.000036886,0.0007514911,0.0005091188,0.0003497412,0.0005396064,0.0003762884,0.0001363093,0.001423764,0.0000652217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002031124,"about_ca_system_score_gemma":0.0001560104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004351534,"about_ca_topic_score_gemma":0.0000158209,"domain_scores_codex":[0.9957578,0.00001497304,0.001122528,0.001026621,0.001450891,0.0006271685],"domain_scores_gemma":[0.9983869,0.00009211147,0.00002787101,0.0002103526,0.001090095,0.0001926614],"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":[0.000919539,0.0002032115,0.0004304422,0.004772313,0.002603163,0.0000039197,0.004202129,0.0005682888,0.8432554,0.08565427,0.05547551,0.001911839],"study_design_scores_gemma":[0.006054759,0.001318026,0.0006676128,0.02185059,0.001771273,0.0001196304,0.003390005,0.199945,0.6983369,0.01006087,0.05248439,0.004000921],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3451679,0.002808246,0.001132637,0.01408059,0.01507448,0.00263819,0.004168927,0.0003214522,0.6146076],"genre_scores_gemma":[0.9736275,0.01318025,0.0001618956,0.0002773251,0.0006562521,0.0002078817,0.00005735492,0.0001596864,0.01167185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6284596,"threshold_uncertainty_score":0.9998497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02498181881482962,"score_gpt":0.248248099635316,"score_spread":0.2232662808204864,"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."}}