{"id":"W4402454951","doi":"10.11159/htff24.199","title":"Observation of Two-Dimensional Bubble Motions near Various Boundaries","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bubble; Computer science; Physics; Mechanics","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":[0.0001266441,0.0001809654,0.000242983,0.00008320007,0.00007151106,0.0002309814,0.0001748343,0.00006665292,0.00002032013],"category_scores_gemma":[0.00004506843,0.0001515535,0.00007237194,0.0002361117,0.00008085866,0.0001443761,0.00011067,0.0001701231,0.000001095989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003986766,"about_ca_system_score_gemma":0.00001886438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000126632,"about_ca_topic_score_gemma":0.000001471319,"domain_scores_codex":[0.999126,0.000001540903,0.0003133845,0.0001859154,0.0001770661,0.0001960504],"domain_scores_gemma":[0.9997053,0.0000384983,0.00003904651,0.00008983917,0.00007086765,0.00005643126],"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":[0.00001041319,0.00001266222,0.000002313521,0.0005787257,0.00004794918,4.289724e-7,0.00001209708,0.007968582,0.9297745,0.06102657,0.0004230375,0.0001426818],"study_design_scores_gemma":[0.0001360926,0.00001467598,0.000005670118,0.0004702625,0.00003357374,0.00000459473,0.000003406631,0.2958189,0.7010924,0.001040044,0.001259272,0.0001211131],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972451,0.00005601014,0.00002125312,0.0001006701,0.002023997,0.0001366638,0.00003564468,0.0002222264,0.0001584484],"genre_scores_gemma":[0.9961152,0.00001857887,0.00353649,0.00001338871,0.0001117922,0.00001898845,0.000005465746,0.00004542376,0.0001346496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2878503,"threshold_uncertainty_score":0.6180171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006379992392228798,"score_gpt":0.1972342134008152,"score_spread":0.1908542210085863,"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."}}