{"id":"W4247233095","doi":"10.1063/1.2353116.2","title":"10.1063/1.2353116.2","year":2006,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Breakup; Drop (telecommunication); Mechanics; Capillary action; Drag; Drop impact; Materials science; Volumetric flow rate; Flow focusing; Microfluidics; Capillary number; Rheology; Instability; Viscoelasticity; Nanotechnology; Composite material; Physics; Mechanical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008112817,0.00294989,0.001654115,0.004497744,0.0007084244,0.002725703,0.003147343,0.002575433,0.2152217],"category_scores_gemma":[0.002628359,0.0006812681,0.0011488,0.008488333,0.0004548469,0.001133535,0.002459529,0.001497752,0.4396304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000934759,"about_ca_system_score_gemma":0.001278172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01081174,"about_ca_topic_score_gemma":0.01165147,"domain_scores_codex":[0.9990827,0.000136258,0.0001010476,0.0002461248,0.0002575374,0.0001764008],"domain_scores_gemma":[0.9993078,0.0001216488,0.00006147028,0.0002746101,0.0001303252,0.0001042482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000118286,0.00007074016,0.001924566,0.001150825,0.00006929001,0.00006511671,0.00002928244,0.001041315,0.0003662213,0.0006016431,0.9756171,0.01894556],"study_design_scores_gemma":[0.0001555587,0.00002712535,0.003415254,0.0002050348,0.00002179255,0.00007263531,0.00004974202,0.001122984,0.0006158006,0.001096322,0.9931926,0.00002515858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0002199578,0.0001086939,0.0001985624,0.00005976686,0.00003142601,0.00002347142,0.9962566,0.001281303,0.001820233],"genre_scores_gemma":[0.0003974239,0.00008163361,0.0003000979,0.00003138648,0.000006446623,0.00005939889,0.9977944,0.00008285513,0.001246408],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7847783,"threshold_uncertainty_score":0.7199883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006565539605828207,"score_gpt":0.2144242964640628,"score_spread":0.2078587568582346,"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."}}