{"id":"W1966433872","doi":"10.1115/pvp2006-icpvt-11-93431","title":"Damping Measurements in Tube Bundles Subjected to Two-Phase Cross Flow","year":2006,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mechanics; Derating; Logarithm; Exponential function; Two-phase flow; Porosity; Materials science; Bandwidth (computing); Mass flux; Damping ratio; Bandwidth throttling; Acoustics; Physics; Thermodynamics; Flow (mathematics); Mathematics; Power (physics); Composite material; Gas compressor; Mathematical analysis; Engineering; Vibration","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":[0.0001307588,0.0001023705,0.0001210309,0.000189475,0.00003395955,0.0001044637,0.00008034449,0.00003180186,0.0001911504],"category_scores_gemma":[0.00001539724,0.0001043163,0.00004132661,0.0004470851,0.000006171814,0.0001092653,0.00001406017,0.00005234638,0.00006625427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008356406,"about_ca_system_score_gemma":0.000008026334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005499427,"about_ca_topic_score_gemma":0.006490396,"domain_scores_codex":[0.9992724,0.00001163963,0.0002397963,0.000134677,0.0001515956,0.0001898569],"domain_scores_gemma":[0.9997455,0.00001005133,0.00000781873,0.0001431561,0.00004323076,0.00005019556],"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":[0.000006731967,0.00005408182,0.01326572,0.00000827319,0.00001851159,0.0000019631,0.00004142339,0.9220533,0.06297743,0.0003536764,0.000470347,0.0007485076],"study_design_scores_gemma":[0.0007827599,0.000009430983,0.009485523,0.000009022474,0.000005567554,4.192671e-7,0.000008613716,0.9773661,0.01189763,0.00004941475,0.0002368291,0.0001486653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8654332,0.00003176571,0.1252793,0.00004091995,0.00008781175,0.00008461209,0.000005592992,0.0001808014,0.008856037],"genre_scores_gemma":[0.994491,0.00000165583,0.00493163,0.0000725064,0.00004178385,0.00001029284,0.00003936572,0.00001831178,0.0003934724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1290578,"threshold_uncertainty_score":0.4253893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01699673602847833,"score_gpt":0.2801876281369576,"score_spread":0.2631908921084793,"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."}}