{"id":"W4285399502","doi":"10.1149/ma2022-01451920mtgabs","title":"Two Routes for Sonochemical Synthesis of Pt-Nanoparticles","year":2022,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Nucleation; Sodium borohydride; Sonochemistry; Nanoparticle; Materials science; Sonication; Dispersity; Catalysis; Reducing agent; Chemical engineering; Nanotechnology; Particle size; Particle (ecology); Chemical reduction; Electrochemistry; Chemistry; Electrode; Organic chemistry; Physical 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":[],"consensus_categories":[],"category_scores_codex":[0.0007834207,0.00007974578,0.0001435287,0.00002994162,0.0002075495,0.00003387925,0.0001855331,0.00001487177,0.000212454],"category_scores_gemma":[0.0007258824,0.00007924261,0.00005525012,0.00007421245,0.00004707766,0.00006999517,0.0000541994,0.00005253049,0.00002047843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003353034,"about_ca_system_score_gemma":0.00004195069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004325549,"about_ca_topic_score_gemma":0.000001766031,"domain_scores_codex":[0.9990155,0.00004782632,0.0003056644,0.000190756,0.0002184648,0.0002217728],"domain_scores_gemma":[0.9986232,0.0009483382,0.0001947579,0.0001320506,0.00004723654,0.00005444497],"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":[0.00002946285,0.00008465857,0.00023887,0.00002474862,0.000004276837,5.697152e-7,0.0003831794,0.008905998,0.9897423,0.0001381497,0.0002867736,0.0001609872],"study_design_scores_gemma":[0.0001959665,0.00003887585,0.0005788759,0.00001470225,0.00001695321,0.000003073719,0.000938843,0.00007012673,0.9950695,0.001906569,0.001068456,0.00009804461],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910177,0.00006237945,0.000004456752,0.0002104475,0.0001850587,0.0001059873,0.0000752595,0.00005241436,0.008286274],"genre_scores_gemma":[0.993664,7.308956e-7,0.005988305,0.00006017654,0.00007551725,0.0001082344,0.000006179864,0.00001340047,0.00008345374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008835872,"threshold_uncertainty_score":0.323142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762444420350478,"score_gpt":0.2553601568622763,"score_spread":0.2377357126587715,"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."}}