{"id":"W4293835008","doi":"","title":"Modeling the transient radiation by fluid-interacting shell systems","year":2013,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Transient (computer programming); Transient analysis; Radiation; Physics; Shell (structure); Mechanics; Computer science; Transient response; Optics; Engineering; Mechanical engineering; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002495301,0.0004480904,0.0004403391,0.0001313264,0.0003980614,0.0005742864,0.0009194248,0.000244377,0.00004147904],"category_scores_gemma":[0.00031587,0.0004049821,0.0002069315,0.0002216468,0.0000938409,0.0002073486,0.0002220133,0.0008967007,0.00006206782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813527,"about_ca_system_score_gemma":0.00006221822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035271,"about_ca_topic_score_gemma":0.0003349024,"domain_scores_codex":[0.9956399,0.002262454,0.0006894899,0.0005608306,0.0004134484,0.0004338806],"domain_scores_gemma":[0.9963389,0.001195889,0.0001008238,0.001361743,0.0008736621,0.0001289683],"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":[0.000008537617,0.0002511067,0.0002359137,0.001161819,0.0007251753,0.000002772467,0.06545346,0.8589305,0.01448606,0.009758151,0.01526202,0.03372449],"study_design_scores_gemma":[0.000229085,1.727016e-7,0.0001201328,0.001095612,0.00005766627,0.000003341576,0.0003819311,0.9824526,0.006719792,0.0001136651,0.008438705,0.0003872442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2000412,0.02573282,0.7345619,0.004283708,0.00156746,0.001450821,0.0001485775,0.0008868058,0.03132674],"genre_scores_gemma":[0.9921893,0.004506137,0.001548212,0.00003055119,0.00005502739,0.0003425457,0.0002597732,0.0001007866,0.00096768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7921481,"threshold_uncertainty_score":0.9998402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397541263894412,"score_gpt":0.2121182158494498,"score_spread":0.1981428032105056,"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."}}