{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001670373,0.0005994004,0.0005655033,0.001022061,0.0004642177,0.0009118775,0.0009445669,0.001109922,0.001528891],"category_scores_gemma":[0.002956854,0.000471339,0.0004563933,0.0007312863,0.0006268077,0.0009225616,0.0004980122,0.0005961617,0.000568938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003493691,"about_ca_system_score_gemma":0.0003247976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000397755,"about_ca_topic_score_gemma":0.0005251294,"domain_scores_codex":[0.9986646,0.0003281284,0.00008285602,0.0002276469,0.0005110775,0.0001856348],"domain_scores_gemma":[0.9970186,0.001836471,0.0002242701,0.0003155533,0.0005394798,0.00006567578],"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":[0.0008412129,0.0000704128,0.0008914992,0.000193329,0.00003151311,0.00003836216,0.0001431202,0.0008200661,0.9859602,0.0002059991,0.00004761067,0.01075666],"study_design_scores_gemma":[0.0000192889,0.0003791997,0.003075454,0.000007427645,0.00003146723,0.00008529943,0.00005983705,0.002907194,0.9926582,0.00007806739,0.0006833544,0.00001519919],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446617,0.002822028,0.04985486,0.000126941,0.00004657964,0.00009081967,0.0002427201,0.0002934052,0.001860913],"genre_scores_gemma":[0.9661827,0.001500434,0.03017714,0.00004896412,0.00002333564,0.0001426847,0.0004083668,0.000103425,0.001412865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001670373,"threshold_uncertainty_score":0.008833885,"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."}}