{"id":"W2614580927","doi":"10.1002/aic.15799","title":"Time‐resolved ultrasonic spectroscopy for bubbles","year":2017,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Minerals Flotation and Separation Techniques","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bubble; Dissolution; Nucleation; Millisecond; RADIUS; Volume (thermodynamics); Spectroscopy; Resolution (logic); Volume fraction; Ultrasonic sensor; Materials science; Analytical Chemistry (journal); Chemistry; Chemical physics; Mechanics; Thermodynamics; Chromatography; Physics; Acoustics; Physical chemistry; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000347477,0.00007320295,0.00008857327,0.00001668726,0.0006308202,0.0001973136,0.0003018258,0.00003896641,0.005238703],"category_scores_gemma":[0.0001347306,0.00006001999,0.00006610407,0.00001735261,0.00009839139,0.0003253325,0.00003129626,0.0001006931,0.0004884889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005791135,"about_ca_system_score_gemma":0.00001220925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001702937,"about_ca_topic_score_gemma":0.00003021904,"domain_scores_codex":[0.999401,0.00002064199,0.00015446,0.0001050707,0.0001533789,0.0001653921],"domain_scores_gemma":[0.9994912,0.00003042123,0.0001768549,0.0001995271,0.00001322408,0.00008884219],"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":[0.0000299416,0.00003855113,0.003925735,0.000001670383,0.00001029426,0.00000257852,0.0001900909,0.000041291,0.6847787,0.0002190554,0.3063048,0.004457215],"study_design_scores_gemma":[0.001205138,0.000362865,0.04405224,0.00002321634,0.00003008077,0.00009822423,0.00005851232,0.005450645,0.5368295,0.011802,0.3997238,0.0003637584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8491346,0.00008298182,0.05161379,0.006071015,0.0003716764,0.0004748707,0.00001117137,0.0001251566,0.09211469],"genre_scores_gemma":[0.9260455,0.0001548722,0.04808286,0.0009360409,0.0003782956,0.00002322178,0.000005975065,0.00002231887,0.02435092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1479492,"threshold_uncertainty_score":0.9956706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178905435453385,"score_gpt":0.3039407393853221,"score_spread":0.2860501958399836,"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."}}