{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002923714,0.0006633559,0.0007065719,0.001250574,0.001521916,0.005321846,0.001198077,0.003077972,0.009219387],"category_scores_gemma":[0.002191315,0.0002993026,0.0006626191,0.0008676623,0.007293978,0.01105028,0.004030159,0.00406654,0.001936089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002000432,"about_ca_system_score_gemma":0.00195688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000615084,"about_ca_topic_score_gemma":0.0005903235,"domain_scores_codex":[0.998767,0.0004294604,0.00005365126,0.0001812713,0.0004409755,0.0001275906],"domain_scores_gemma":[0.9987009,0.000600751,0.00009804756,0.0001751655,0.0002412864,0.0001837338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002742631,0.00002559526,0.00008516553,0.0002842841,0.00001006069,0.00006978407,0.0002126384,0.0003538498,0.002036218,0.927394,0.02321911,0.04628181],"study_design_scores_gemma":[0.00002147533,0.00006613266,0.0001104972,0.0003109587,0.000009802127,0.0001795308,0.0002427134,0.00190631,0.001654718,0.4326742,0.5627829,0.00004068107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.010635,0.3667714,0.17988,0.2004354,0.01928545,0.0001790567,0.0003544244,0.001136624,0.2213226],"genre_scores_gemma":[0.3517976,0.3167568,0.1502493,0.0575343,0.02895589,0.000745068,0.0003180015,0.0004179027,0.09322517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009219387,"threshold_uncertainty_score":0.03084189,"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."}}