{"id":"W2557451396","doi":"10.1145/3005358.3005385","title":"Physics based boiling bubble simulation","year":2016,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Boiling; Vaporization; Bubble; Boiling point; Thermodynamics; Mechanics; Nucleate boiling; Heat transfer; Convection; Physics; Materials science; Heat transfer coefficient","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":[0.00001967036,0.00005126416,0.0000402849,0.00002895771,0.00003272802,0.00001377081,0.00002846723,0.00002209764,0.0003378492],"category_scores_gemma":[0.00001168376,0.00003695875,0.00002888557,0.00006909487,0.000005638514,0.000182524,0.000003647365,0.00002410003,0.0001663328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004457241,"about_ca_system_score_gemma":0.000004800608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003267578,"about_ca_topic_score_gemma":0.000004357672,"domain_scores_codex":[0.999727,0.000003048644,0.00008457511,0.00005664467,0.00004667583,0.00008211528],"domain_scores_gemma":[0.9997211,0.0001079947,0.000005900703,0.0001096805,0.00003296051,0.00002242161],"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":[7.231098e-7,0.000005826724,0.0001820711,0.000002431572,0.000003979959,8.451745e-8,0.000004827357,0.9787298,0.01173691,0.002605676,0.0001235763,0.006604086],"study_design_scores_gemma":[0.0001360949,0.000004973244,0.0002723731,0.00001084989,0.000002662818,7.697189e-8,0.00000223587,0.9937737,0.002061567,0.0005407721,0.003128893,0.00006578003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03379856,0.000005136891,0.9489312,0.0000472316,0.000178569,0.00003579606,0.000004506233,0.0002978666,0.01670109],"genre_scores_gemma":[0.9955647,0.000001960667,0.00342729,0.00002644926,0.00006372324,0.000003396966,0.000003999759,0.0000141569,0.0008943322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9617661,"threshold_uncertainty_score":0.3699212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01195036326758661,"score_gpt":0.2359795167495536,"score_spread":0.2240291534819669,"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."}}