{"id":"W4366605627","doi":"10.1088/2053-1591/accf62","title":"Acoustic wave-driven oxide dependant dynamic behavior of liquid metal droplet for inkjet applications","year":2023,"lang":"en","type":"article","venue":"Materials Research Express","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Myongji University","keywords":"Liquid metal; Amplitude; Materials science; Acoustic wave; Metal; Surface acoustic wave; Rayleigh scattering; Acoustics; Oxide; Liquid medium; Mechanics; Composite material; Optics; Chemistry; Physics; Chromatography; Metallurgy","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":[0.0007008488,0.000150007,0.0002969715,0.000346192,0.0001331398,0.00005705498,0.0003921814,0.0001671401,0.00005321737],"category_scores_gemma":[0.0001282788,0.0001368558,0.00005649385,0.0003605091,0.0001879585,0.00006765121,0.0003364249,0.0001370456,0.00006849755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000686206,"about_ca_system_score_gemma":0.00003069955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003841795,"about_ca_topic_score_gemma":0.000009710951,"domain_scores_codex":[0.9984428,0.00006620961,0.0003364162,0.0002528809,0.0003019154,0.000599836],"domain_scores_gemma":[0.9990792,0.0001826116,0.0000348798,0.0004940564,0.0001518748,0.00005735313],"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":[0.00003871232,0.00003089476,0.000002633671,0.0003032931,0.00002652485,0.0000114457,0.00004825242,0.000133828,0.9957935,0.0001276711,0.002651681,0.0008316011],"study_design_scores_gemma":[0.000195498,0.00008882958,0.00007041528,0.00004112596,0.00002332326,0.000006994333,0.0001900669,0.001768304,0.9931296,0.0001538417,0.00418623,0.0001457382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861027,0.0001714072,0.01055635,0.00006435771,0.0001403882,0.00115933,0.0009702083,0.0008147098,0.00002054926],"genre_scores_gemma":[0.9949483,0.000478399,0.002925172,0.000002345769,0.00004004221,0.001215561,0.0001958347,0.00005875509,0.0001355509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008845639,"threshold_uncertainty_score":0.5580816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05400062396375736,"score_gpt":0.3281927151153625,"score_spread":0.2741920911516051,"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."}}