{"id":"W4313559064","doi":"10.1007/978-3-031-17425-4_49","title":"A Novel Experimental Set-up for Generating Microbubbles for Removal of Inclusions","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Bubble; Microbubbles; Shearing (physics); Mechanics; Turbulence; Nozzle; Materials science; Multiphase flow; Volumetric flow rate; Aqueous solution; Composite material; Chemistry; Acoustics; Mechanical engineering; Physics; Engineering; Ultrasound","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000930715,0.0002457577,0.0003177972,0.0001233478,0.00009838803,0.00001840638,0.000125345,0.000210259,0.00003068138],"category_scores_gemma":[0.00001210553,0.0002550804,0.0002276066,0.00001571985,0.00001940993,0.0000289434,0.0001275063,0.00008535197,0.000004078121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007705394,"about_ca_system_score_gemma":0.00002990087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001546461,"about_ca_topic_score_gemma":0.00007592003,"domain_scores_codex":[0.9991463,7.488356e-7,0.0003520962,0.0002089594,0.00008554687,0.0002063097],"domain_scores_gemma":[0.9995764,0.0001001536,0.00005152929,0.000170831,0.00005846317,0.00004256402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000813428,0.000004925241,3.539511e-8,0.0002796081,0.000125334,0.000002065574,0.0002938801,0.006771151,0.800779,0.1865639,0.004251978,0.0009199891],"study_design_scores_gemma":[0.001008653,0.00008746117,1.068661e-7,0.0003452652,0.00006954069,0.00003646793,0.0001767057,0.8940718,0.03453226,0.001513239,0.06753826,0.00062024],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.002719752,0.002167402,0.8049105,0.00004190153,0.003618713,0.00246408,0.003413763,0.0008162998,0.1798476],"genre_scores_gemma":[0.002453133,0.00008981676,0.2607282,0.00005373744,0.0005304586,0.0001466853,0.0007740433,0.0004445178,0.7347794],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8873007,"threshold_uncertainty_score":0.9999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03635777796760277,"score_gpt":0.2544127067991046,"score_spread":0.2180549288315018,"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."}}