{"id":"W2010084300","doi":"10.1140/epje/i2009-10457-y","title":"Transmission of ultrasound through a single layer of bubbles","year":2009,"lang":"en","type":"article","venue":"The European Physical Journal E","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":121,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Isotropy; Dispersity; RADIUS; Resonance (particle physics); Materials science; Ultrasonic sensor; Bubble; Coupling (piping); Scattering; Transmission coefficient; Layer (electronics); Optics; Molecular physics; Transmission (telecommunications); Low frequency; Physics; Mechanics; Composite material; Acoustics; Atomic physics; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002302662,0.0003331072,0.0003570852,0.0003331886,0.0002984185,0.0005122452,0.000553751,0.0006153149,0.002543164],"category_scores_gemma":[0.0005683464,0.0004018707,0.0003244077,0.0001696372,0.0003841324,0.0009493328,0.0005656058,0.0005893284,0.0003083392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003436807,"about_ca_system_score_gemma":0.0001965043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007842982,"about_ca_topic_score_gemma":0.0004150947,"domain_scores_codex":[0.99983,0.00001535255,0.000006903011,0.00005028486,0.00005937477,0.00003807073],"domain_scores_gemma":[0.999504,0.0002728816,0.00007811674,0.00004715935,0.00005537759,0.0000424572],"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":[0.0001431722,0.00002484771,0.000212903,0.0000747819,0.000016649,0.0002625476,0.0001096807,0.001248218,0.994632,0.001274954,0.0001725897,0.00182784],"study_design_scores_gemma":[0.00008431348,0.0004310924,0.001912586,0.00001576119,0.00004029334,0.0003650259,0.00008427064,0.03195205,0.9631411,0.0004308758,0.001512222,0.00003038724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876693,0.0004947404,0.008544696,0.0001509978,0.00007655295,0.00002388869,0.0000991792,0.0001009713,0.002839786],"genre_scores_gemma":[0.9924152,0.0002465147,0.004182759,0.00003029247,0.00003009655,0.00001411342,0.00008961072,0.00003570708,0.002955771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002543164,"threshold_uncertainty_score":0.008507669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02218200687611542,"score_gpt":0.2591115246891053,"score_spread":0.2369295178129898,"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."}}