{"id":"W2945258064","doi":"10.1063/1.5050270","title":"Rapid mixing of colliding picoliter liquid droplets delivered through-space from piezoelectric-actuated pipettes characterized by time-resolved fluorescence monitoring","year":2019,"lang":"en","type":"article","venue":"Review of Scientific Instruments","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Toronto","funders":"Max-Planck-Gesellschaft","keywords":"Microfluidics; Mixing (physics); Materials science; Nanotechnology; Pipette; Fluorescence; Biological system; Chemistry; Physics; Optics","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":[0.0006590718,0.0002883478,0.0006559131,0.0001810364,0.00008812489,0.00005314126,0.0004460632,0.0001054086,0.0003531375],"category_scores_gemma":[0.00005071463,0.0002841896,0.0001093253,0.001556502,0.0001256192,0.0004971431,0.0001019159,0.0001938658,0.0000671132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001985816,"about_ca_system_score_gemma":0.00005441166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001342795,"about_ca_topic_score_gemma":1.265066e-8,"domain_scores_codex":[0.997663,0.00005364343,0.0009724536,0.0004115407,0.0005174468,0.0003819354],"domain_scores_gemma":[0.9985697,0.00004206872,0.0004239297,0.0005098424,0.0004141471,0.00004027353],"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":[0.00003123052,0.00003490274,0.0001817587,0.001690198,0.00006456609,4.952045e-7,0.0001293953,1.329201e-7,0.942256,0.00002841933,0.001326043,0.05425688],"study_design_scores_gemma":[0.0004116357,0.00007545471,0.00007862235,0.007090653,0.00003448996,0.000001442616,0.00001767452,0.0006335274,0.9763383,0.00001347522,0.01505298,0.0002517818],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848734,0.008202252,0.004144837,0.00002372297,0.0007636248,0.001145435,0.0001824251,0.0001502145,0.000514141],"genre_scores_gemma":[0.9908188,0.005258899,0.003073768,0.0000445057,0.00004139608,0.00004729526,0.0004641745,0.00004224653,0.0002088935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05400509,"threshold_uncertainty_score":0.999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121607394725567,"score_gpt":0.2334256303946848,"score_spread":0.2212648909221281,"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."}}