{"id":"W4405384014","doi":"10.1002/admi.202400402","title":"Impact Driven Liquid Encapsulation: Promises, Development, and Future Prospects","year":2024,"lang":"en","type":"article","venue":"Advanced Materials Interfaces","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo","keywords":"Encapsulation (networking); Materials science; Nanotechnology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002037082,0.0005573765,0.0004660493,0.0004865832,0.0002212254,0.0016878,0.0007087276,0.001390955,0.002935264],"category_scores_gemma":[0.0006978086,0.0002608608,0.0003527801,0.0004418312,0.0008930571,0.002644094,0.0009204211,0.001249245,0.001144048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005233308,"about_ca_system_score_gemma":0.0007105843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002569048,"about_ca_topic_score_gemma":0.0005204562,"domain_scores_codex":[0.9997159,0.00005480822,0.00001353962,0.00004133663,0.0001083252,0.00006605127],"domain_scores_gemma":[0.9996504,0.0001327981,0.00005491198,0.00001809277,0.00007380975,0.00007009405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00045139,0.0004372509,0.001306945,0.004420445,0.00005926047,0.0008441693,0.0004116017,0.006462288,0.1049298,0.1201564,0.01684028,0.7436801],"study_design_scores_gemma":[0.00007019431,0.00237044,0.001851029,0.001816317,0.00007340211,0.001536379,0.00078175,0.01378715,0.09568424,0.05639478,0.8254467,0.0001875465],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02241758,0.9279806,0.02231193,0.008645993,0.0005309972,0.0000347909,0.0001057941,0.0002333637,0.01773903],"genre_scores_gemma":[0.1396475,0.8300607,0.01854086,0.001976409,0.0006300111,0.00009200418,0.0001784511,0.0000472735,0.008826848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002935264,"threshold_uncertainty_score":0.01077324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003878746863603337,"score_gpt":0.2289982630426908,"score_spread":0.2251195161790875,"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."}}