{"id":"W4296588721","doi":"","title":"Comparison of characterization methods in high frequeny sonochemical reactors of differing configurations","year":2010,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Characterization (materials science); Materials science; Process engineering; Nuclear engineering; Nanotechnology; Engineering","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":[0.003439671,0.0002415931,0.0006158368,0.0002180095,0.0000894279,0.0001153209,0.0007647009,0.0003298877,0.0003756889],"category_scores_gemma":[0.001548482,0.0002571892,0.0001208026,0.000279184,0.0003015855,0.0001493624,0.0003595401,0.0005561774,0.0000062316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007089924,"about_ca_system_score_gemma":0.0001975389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007052086,"about_ca_topic_score_gemma":0.0002951318,"domain_scores_codex":[0.995066,0.002822968,0.001062698,0.0005001671,0.0003215257,0.0002266364],"domain_scores_gemma":[0.994883,0.001524575,0.001181197,0.001105214,0.001210231,0.00009575675],"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":[0.000007438834,0.0003863381,0.004962888,0.0001408122,0.00001066079,1.322663e-7,0.006933106,0.00002496164,0.9629748,0.02148675,0.00000561796,0.003066465],"study_design_scores_gemma":[0.0002584644,5.017601e-7,0.02888337,0.0005791722,0.00002435777,7.639879e-7,0.000151521,0.001534676,0.9653689,0.002767688,0.0002167357,0.0002139029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8427896,0.00006965666,0.1535321,0.0005697792,0.0002771269,0.000272091,0.0001594634,0.00005722135,0.002272919],"genre_scores_gemma":[0.8851988,0.00004290449,0.1134971,0.00001161283,0.0000151649,0.00004812399,0.0009424879,0.00002497126,0.0002188638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04240921,"threshold_uncertainty_score":0.999988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02318299046043152,"score_gpt":0.3049845418009971,"score_spread":0.2818015513405656,"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."}}