{"id":"W1264177628","doi":"10.1115/imece2014-40338","title":"Modeling Critical Flow Through Steam Generator Tube Cracks","year":2014,"lang":"en","type":"article","venue":"","topic":"Nuclear Engineering Thermal-Hydraulics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nuclear Safety Commission","funders":"Purdue University","keywords":"Subcooling; Volumetric flow rate; Materials science; Thermal hydraulics; Flow (mathematics); Mechanical engineering; Mechanics; Boiler (water heating); Tube (container); Nuclear engineering; Composite material; Engineering; Heat transfer","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":[],"consensus_categories":[],"category_scores_codex":[0.000119627,0.0001998886,0.0001885186,0.00003696624,0.00004651577,0.00005841817,0.0001923502,0.000124017,0.0002638211],"category_scores_gemma":[0.00008173833,0.000203025,0.00006390135,0.00009017297,0.00001962046,0.0002264823,0.00004638796,0.0002317943,0.0005438171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005004666,"about_ca_system_score_gemma":0.000005678375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000718321,"about_ca_topic_score_gemma":0.000004923895,"domain_scores_codex":[0.9990426,0.00001722885,0.0002114636,0.0001876753,0.0001618864,0.0003791548],"domain_scores_gemma":[0.9994208,0.00005363005,0.000003622675,0.0003687241,0.0000381659,0.000115123],"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":[0.000001368793,0.0000104185,0.000001869794,0.00004009962,0.00001630343,0.000002158929,0.0001086134,0.9864243,0.005062797,0.00444821,0.001747422,0.002136455],"study_design_scores_gemma":[0.0001409377,0.00001715962,0.000005562702,0.00001368314,0.000008506159,0.000007926038,0.00001788363,0.9812377,0.003057928,0.000603093,0.01462311,0.0002665104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08729526,0.0001409983,0.8738974,0.0001398875,0.0007999837,0.00006402528,0.000002737235,0.001549926,0.03610981],"genre_scores_gemma":[0.9246429,0.00001981326,0.07432643,0.0002751017,0.0004933416,0.000007672041,0.000003104193,0.0001228733,0.0001088201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8373476,"threshold_uncertainty_score":0.8279117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01088943525387663,"score_gpt":0.2170522375843636,"score_spread":0.2061628023304869,"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."}}