{"id":"W2011150521","doi":"10.1115/icone22-30133","title":"On Features of Thermal Design of Passive Evaporation-and-Condensation Systems of Reactor Thermal Shielding","year":2014,"lang":"en","type":"article","venue":"","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Electromagnetic shielding; Nuclear engineering; Condensation; Evaporation; Thermal; Decay heat; Engineering design process; Computer science; Process engineering; Mechanical engineering; Materials science; Engineering; Physics; Thermodynamics; Composite material","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":[0.0003882699,0.0000870006,0.0002397262,0.0001437166,0.00003688482,0.000009797287,0.0001112909,0.00009483768,0.00004784891],"category_scores_gemma":[0.0002736146,0.00006518696,0.00002837754,0.0001006278,0.0001801653,0.00007918075,0.0000283661,0.00004905176,0.000004277189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009655098,"about_ca_system_score_gemma":0.00001195672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006643136,"about_ca_topic_score_gemma":0.000003403816,"domain_scores_codex":[0.9991383,0.0001309774,0.000296951,0.0001424829,0.0001987646,0.00009255187],"domain_scores_gemma":[0.998894,0.0003765078,0.0004073207,0.0001942478,0.0001121649,0.00001572122],"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":[0.00003779945,0.00002191158,0.001155164,0.00003279034,0.00001608286,8.694006e-8,0.0004739393,0.000738577,0.9463578,0.05067306,0.00007177165,0.0004209706],"study_design_scores_gemma":[0.0003459212,0.0003296217,0.08208294,0.00005287751,0.00002564426,0.000001241725,0.0007654703,0.001201142,0.9142585,0.0008281731,0.000008846122,0.00009960379],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975763,0.00006618033,0.0009065291,0.00009936894,0.0001189562,0.0002013764,0.000008304993,0.00004229866,0.000980687],"genre_scores_gemma":[0.9993104,0.000006189723,0.000599348,0.00002068257,0.00001726417,0.000008674399,0.000001124569,0.000008254997,0.00002809548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08092777,"threshold_uncertainty_score":0.2658247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01801442992512504,"score_gpt":0.2365102786581163,"score_spread":0.2184958487329913,"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."}}