{"id":"W4391543231","doi":"10.1016/j.ultsonch.2024.106794","title":"Towards scaling up the sonochemical synthesis of Pt-nanocatalysts","year":2024,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Norges Forskningsråd; Norges Teknisk-Naturvitenskapelige Universitet","keywords":"Nanomaterial-based catalyst; Catalysis; Particle (ecology); Particle size; Nanoparticle; Sonochemistry; Hydrogen production; Chemical engineering; Electrochemistry; Materials science; Cyclic voltammetry; Nanotechnology; Chemistry; Electrode; Physical chemistry; Organic chemistry","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":[0.0005344477,0.000362665,0.0003851764,0.0000739423,0.0001361358,0.00009449195,0.0008470339,0.000349108,0.0002940822],"category_scores_gemma":[0.0007987521,0.0002808358,0.0004125984,0.0005826213,0.0002495548,0.0001427138,0.0001456342,0.0005226998,0.0001103095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003259923,"about_ca_system_score_gemma":0.0004345673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004132947,"about_ca_topic_score_gemma":0.0000206221,"domain_scores_codex":[0.9976401,0.00004406899,0.0005170407,0.0006148126,0.0006074148,0.0005765269],"domain_scores_gemma":[0.998009,0.0006817508,0.0001220515,0.0008856255,0.0001528393,0.0001487212],"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":[0.0000366249,0.00005281086,0.00005128603,0.0004428441,0.0003427454,0.00001762076,0.0003805475,0.0002517123,0.9450525,0.009137624,0.0030217,0.04121199],"study_design_scores_gemma":[0.0001322973,0.00000874661,0.00001512548,0.0002705396,0.0001895238,0.00009067893,0.0003013911,0.002288405,0.9760761,0.001046244,0.0192677,0.0003132981],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520792,0.005540598,0.0005440876,0.001214881,0.0007431104,0.0001298027,0.00002305527,0.0005510668,0.03917422],"genre_scores_gemma":[0.9974769,0.0002653711,0.0004682852,0.00005560803,0.0002861845,0.00004592256,0.00007903529,0.0000812615,0.001241386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04539777,"threshold_uncertainty_score":0.9999644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008310501008452924,"score_gpt":0.2324406781176486,"score_spread":0.2241301771091957,"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."}}