{"id":"W4283575967","doi":"10.11159/ffhmt22.213","title":"Enhancement Of The Parallel And Series Mode Of The Ultrasonic Atomizer On The Ammonia-Water Falling Film Absorber","year":2022,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Falling (accident); Ultrasonic sensor; Materials science; Series (stratigraphy); Ammonia; Mode (computer interface); Acoustics; Optics; Optoelectronics; Computer science; Physics; Chemistry; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001942496,0.0004651381,0.0003387499,0.0003070734,0.0002063971,0.0002467544,0.0007463298,0.0003725619,0.001125008],"category_scores_gemma":[0.0003704609,0.0002572715,0.000432462,0.0002579688,0.0002530367,0.0009809143,0.0002841682,0.000290126,0.0002310112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000267642,"about_ca_system_score_gemma":0.0001538118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007682373,"about_ca_topic_score_gemma":0.0008138526,"domain_scores_codex":[0.9998263,0.00002038399,0.000008742225,0.00005044452,0.00006605548,0.00002821285],"domain_scores_gemma":[0.9998441,0.00004382832,0.00003713487,0.00001724945,0.00004985096,0.000007868357],"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":[0.0002734112,0.0001157887,0.0009670779,0.0003153083,0.00002700649,0.0001928355,0.000118102,0.008749341,0.9416185,0.001585083,0.0005951333,0.04544236],"study_design_scores_gemma":[0.00004400619,0.0008794158,0.002184503,0.00001859356,0.0001204364,0.0002960301,0.00005017409,0.2077232,0.7843907,0.0002186965,0.004039736,0.00003455951],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8127426,0.001797829,0.1757152,0.000273122,0.0002343522,0.00009761023,0.0000671702,0.001177523,0.007894618],"genre_scores_gemma":[0.9792651,0.000402351,0.01855151,0.00003647326,0.00003794707,0.00001849932,0.00001756485,0.00002101897,0.00164952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001125008,"threshold_uncertainty_score":0.003763497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235893912569628,"score_gpt":0.2016246078851257,"score_spread":0.1892656687594294,"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."}}