{"id":"W4210399466","doi":"10.1007/s11071-021-07188-3","title":"What limits the oscillations’ amplitude in the single-branch pulsating heat pipe","year":2022,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Mechanics; Bubble; Spark plug; Evaporation; Thermodynamics; Condensation; Heat sink; Instability; Materials science; Physics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007947311,0.0002611505,0.0004514176,0.000425321,0.0004245561,0.001275544,0.0007897422,0.001217767,0.002892487],"category_scores_gemma":[0.00822807,0.0003401403,0.0003403095,0.0001749417,0.001430988,0.002150145,0.0007499369,0.001202903,0.0002944721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000247787,"about_ca_system_score_gemma":0.0002457869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004520922,"about_ca_topic_score_gemma":0.0002207077,"domain_scores_codex":[0.9996234,0.0001278323,0.00001304928,0.00009451479,0.00007299679,0.00006811575],"domain_scores_gemma":[0.9967997,0.002403216,0.0002196747,0.0001942977,0.0001709781,0.0002120461],"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":[0.001973143,0.0006683104,0.01783543,0.001248949,0.0001545768,0.001903971,0.002812011,0.1476898,0.4698267,0.2615224,0.004451616,0.08991297],"study_design_scores_gemma":[0.00008581317,0.0003095903,0.01028739,0.0001929182,0.00005946928,0.0004009205,0.000612065,0.883845,0.04412017,0.05793476,0.002031973,0.0001199252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874125,0.0009817225,0.08127728,0.002632948,0.0002699568,0.0000369375,0.00006831628,0.0003826413,0.02693758],"genre_scores_gemma":[0.9972109,0.0001631306,0.00185236,0.00006425226,0.00004893806,0.00001540727,0.00001244882,0.00004317052,0.0005892879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002892487,"threshold_uncertainty_score":0.009676337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355011114232902,"score_gpt":0.2428850444613045,"score_spread":0.2193349333189755,"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."}}