{"id":"W2178745903","doi":"10.1080/10426914.2015.1004707","title":"Modeling and Experimental Validation of Deagglomeration of Ultrafine Nanoparticles in Liquid Al During Noncontact Ultrasonic Casting of Al–Al<sub>2</sub>O<sub>3</sub> Nanocomposite","year":2015,"lang":"en","type":"article","venue":"Materials and Manufacturing Processes","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Materials science; Nanocomposite; Ultrasonic sensor; Casting; Mold; Liquid metal; Dissolution; Composite material; Nanoparticle; Ultrasound; Metallurgy; Nanotechnology; Acoustics; Chemical 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":[0.0002459932,0.000256262,0.0004604435,0.0001543032,0.00005590845,0.00006212629,0.00009040193,0.00006885019,0.000001760656],"category_scores_gemma":[0.00003833402,0.000252178,0.00002413711,0.00007975074,0.00005845314,0.0005287071,0.00007454696,0.00006503394,5.680652e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005383606,"about_ca_system_score_gemma":0.00003419605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008932622,"about_ca_topic_score_gemma":0.00003013866,"domain_scores_codex":[0.9985325,0.00004283186,0.0006993327,0.0002608381,0.0002082417,0.00025628],"domain_scores_gemma":[0.9994993,0.00004524346,0.0001721528,0.0001258283,0.00008756896,0.00006987396],"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":[0.0003080173,0.00004880512,0.0002140628,0.001303423,0.00003319179,0.000002702398,0.001951535,0.07379195,0.9221928,0.00000153763,0.000001143439,0.0001509024],"study_design_scores_gemma":[0.0008576165,0.0002062302,0.0004120621,0.0006035587,0.00002530524,0.00003050459,0.0002936897,0.002168715,0.9951466,0.00000990696,0.0000016783,0.0002440997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982658,0.001104569,0.0001249925,0.00001691466,0.0001123314,0.0002796709,0.00001756077,0.00007230096,0.000005880481],"genre_scores_gemma":[0.9992294,0.0003044804,0.0003347137,0.000009772387,0.00002643071,0.000033556,0.0000168525,0.00004453296,2.658351e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0729539,"threshold_uncertainty_score":0.999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01327880549428468,"score_gpt":0.2132296241946736,"score_spread":0.199950818700389,"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."}}