{"id":"W1987882618","doi":"10.1002/adma.200802244","title":"The Digital Revolution: A New Paradigm for Microfluidics","year":2008,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":379,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"Canada Research Chairs","keywords":"Microfluidics; Digital microfluidics; Nanotechnology; Digital Revolution; Key (lock); Materials science; Computer science; Telecommunications; Optoelectronics; Electrowetting","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007536003,0.0001237909,0.000141162,0.00002139518,0.0002071657,0.00004628389,0.0001763617,0.00006560149,0.000004124766],"category_scores_gemma":[0.0001324686,0.00009599218,0.00003752057,0.00006890688,0.00006544786,0.0001152778,0.00002174074,0.00004581418,0.00002755625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005813892,"about_ca_system_score_gemma":0.00003137545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002156853,"about_ca_topic_score_gemma":4.087449e-7,"domain_scores_codex":[0.9992989,0.000004062564,0.0001976549,0.0001219232,0.0000636717,0.0003137978],"domain_scores_gemma":[0.9996031,0.0000784173,0.00002905725,0.0002382353,0.0000206475,0.00003052553],"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":[0.00001754903,0.000002637249,0.000002974296,0.00001415089,0.00001454236,0.000001683849,0.00003024157,0.00001030427,0.917056,0.001696385,0.06234093,0.01881263],"study_design_scores_gemma":[0.0001757814,0.00002652405,0.0000144508,0.000009782268,0.000002980291,0.00003191058,0.000009711278,8.460232e-7,0.6130288,0.003479353,0.3831373,0.00008259199],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9261337,0.03702373,0.03008088,0.001009847,0.001623076,0.000665476,0.0001048894,0.002689631,0.0006687557],"genre_scores_gemma":[0.985642,0.009942697,0.002746713,0.00003860244,0.0002056092,0.00008589574,0.00002041565,0.00004696687,0.001271065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3207964,"threshold_uncertainty_score":0.3914447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00987052883789095,"score_gpt":0.2074645818639299,"score_spread":0.197594053026039,"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."}}