{"id":"W4408811447","doi":"10.26443/msurj.v1i2.297","title":"Analyzing Acoustic Damping Effects in Bubble Oscillations Across Various Liquids","year":2025,"lang":"en","type":"article","venue":"McGill Science Undergraduate Research Journal","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Bubble; Acoustics; Materials science; Mechanics; Physics","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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01160636,0.0001758216,0.0002557817,0.001208347,0.00487586,0.001342822,0.0011043,0.00006473492,0.00003995721],"category_scores_gemma":[0.00308054,0.0001508548,0.00007100598,0.00552351,0.001158554,0.001300299,0.0003764117,0.0008179007,0.0001114972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192938,"about_ca_system_score_gemma":0.0009030962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001561872,"about_ca_topic_score_gemma":0.0002543418,"domain_scores_codex":[0.9951555,0.0005283555,0.0005309491,0.0005913883,0.001573529,0.001620316],"domain_scores_gemma":[0.9972341,0.001131085,0.0001192715,0.000349665,0.0007950313,0.000370814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002685102,0.0001181683,0.001994049,0.00005020017,0.000007674324,0.0000469507,0.000398389,0.01039671,0.9591631,0.02476218,0.0001958369,0.00283991],"study_design_scores_gemma":[0.004575532,0.0009420083,0.03464973,0.002008788,0.00004771009,0.0003878462,0.005383832,0.01947268,0.1666118,0.7560427,0.00845156,0.001425794],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663598,0.0002412118,0.01819177,0.004667613,0.0009523024,0.0003588111,0.00001454774,0.00006829407,0.009145631],"genre_scores_gemma":[0.9971738,0.0001452599,0.001509476,0.0001299884,0.0000696133,0.00002095918,0.000001094439,0.00001179664,0.0009379642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7925513,"threshold_uncertainty_score":0.9996939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03287910484118491,"score_gpt":0.3878112317111134,"score_spread":0.3549321268699285,"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."}}