{"id":"W1985034327","doi":"10.1016/j.ces.2014.03.011","title":"A mathematical model for predicting bubble growth for low Bond and Jakob number nucleate boiling","year":2014,"lang":"en","type":"article","venue":"Chemical Engineering Science","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Cégep de l'Outaouais","funders":"","keywords":"Bubble; Boiling; Nucleation; Mechanics; Bond; Thermodynamics; Mathematics; Statistical physics; Materials science; Physics; Economics","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":[0.0003879891,0.0001749243,0.0002260416,0.00004395316,0.0001185616,0.00006519636,0.0001780412,0.00006494726,9.354491e-7],"category_scores_gemma":[0.0005041285,0.0001659905,0.0000562719,0.0001547073,0.0001192004,0.0001647941,0.00003372534,0.0001146354,0.000002156031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004387231,"about_ca_system_score_gemma":0.00001451995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.488329e-7,"about_ca_topic_score_gemma":5.942822e-8,"domain_scores_codex":[0.9988523,8.996905e-7,0.0002118884,0.0002830653,0.0001564522,0.0004953922],"domain_scores_gemma":[0.9994094,0.0002395525,0.000006858616,0.0001243776,0.00006926305,0.0001505758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001282895,0.00003288192,0.0001325431,0.002873596,0.00003295878,3.911319e-7,0.001331372,0.1717299,0.8054039,0.01661296,0.0001920493,0.001644585],"study_design_scores_gemma":[0.0002584408,0.000008702106,0.00001240045,0.0001040685,0.00001404197,0.000004481308,0.000009478565,0.854731,0.1430096,0.001647116,0.00002636951,0.000174299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4231813,0.0000229438,0.5759023,0.00003135878,0.00006566392,0.0001582757,0.000008139526,0.0002780594,0.0003519685],"genre_scores_gemma":[0.9340093,0.000005757657,0.06573568,0.00001881996,0.00009495518,0.00008082603,0.000001408861,0.00003780282,0.00001548117],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6830011,"threshold_uncertainty_score":0.6768897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009262561718140725,"score_gpt":0.2174221457542127,"score_spread":0.208159584036072,"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."}}