{"id":"W3009587461","doi":"10.11159/jffhmt.2020.001","title":"Solid-Liquid Phase Change in the Presence of Gas Phase: Numerical Modeling and Validation","year":2020,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universität Bergakademie Freiberg","keywords":"Phase (matter); Phase change; Materials science; Mechanics; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000258134,0.00006733173,0.0001562137,0.00005039274,0.00004648309,0.00003263918,0.00007570344,0.00002832271,0.0002142669],"category_scores_gemma":[0.00002952474,0.00004538515,0.00003807426,0.0001401535,0.00003661784,0.0004825885,0.000001814425,0.0001353363,0.000002036134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001876591,"about_ca_system_score_gemma":0.00001741442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007303747,"about_ca_topic_score_gemma":0.00001965315,"domain_scores_codex":[0.9991993,0.00009062966,0.0003231006,0.00008162943,0.0002008307,0.0001044563],"domain_scores_gemma":[0.9996814,0.0001103805,0.0000191518,0.00004223417,0.00005192409,0.00009488195],"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":[0.005506919,0.0004443762,0.01476933,0.0001413823,0.00009109847,0.00009724087,0.0362157,0.0842002,0.8027807,0.00005364661,0.0002586537,0.05544073],"study_design_scores_gemma":[0.001795843,0.001355879,0.0005517566,0.00003812258,0.00003872619,0.00005247207,0.0006288318,0.9748101,0.02018327,0.00003663968,0.0004392265,0.00006914374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973967,0.00060359,0.02007692,0.005118721,0.00007218729,0.0001103166,0.0000231683,0.00000321124,0.00002495772],"genre_scores_gemma":[0.998742,0.0004674404,0.0003962716,0.0003016597,0.00008555566,5.53862e-7,0.00000368696,0.000002168963,6.950502e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8906099,"threshold_uncertainty_score":0.2346072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.052503303468095,"score_gpt":0.3110118284650773,"score_spread":0.2585085249969823,"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."}}