{"id":"W2097298558","doi":"10.1039/b917668c","title":"Integration and detection of biochemical assays in digital microfluidic LOC devices","year":2009,"lang":"en","type":"review","venue":"Lab on a Chip","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":203,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; McGill University","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies; Genome Canada","keywords":"Microfluidics; Software portability; Reconfigurability; Flexibility (engineering); Digital microfluidics; Lab-on-a-chip; Fluidics; Computer science; Electrowetting; Nanotechnology; Embedded system; Exploit; Computer hardware; Engineering; Electrical engineering; Materials science; Telecommunications","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":[0.00008804911,0.0002455019,0.000569844,0.0002936742,0.00001256876,0.00003081761,0.0001215844,0.0003782137,8.205126e-7],"category_scores_gemma":[0.00008191066,0.0002081362,0.00008398689,0.0003072111,0.00003456953,0.00005234688,0.00001892313,0.0004446301,0.000006678463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009257663,"about_ca_system_score_gemma":0.00001706223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004985708,"about_ca_topic_score_gemma":0.000003638195,"domain_scores_codex":[0.9992149,0.00001375975,0.0003312007,0.0002001409,0.00006676873,0.0001732445],"domain_scores_gemma":[0.9996669,0.00006607779,0.00006904176,0.0001659117,0.00001230147,0.00001982511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001711947,0.00001330104,0.000001538751,0.001664516,0.00001608304,0.000001766353,0.00001408709,5.165731e-8,0.0242807,0.00003693047,0.0002351797,0.9737341],"study_design_scores_gemma":[0.0002438026,0.0002237232,0.0000242471,0.01594097,0.0001184158,0.00007069642,0.00002821012,0.00001136353,0.3087794,0.0002953101,0.6737086,0.0005553168],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01155978,0.9875026,0.0001548161,0.000005804832,0.00004917392,0.0001727988,0.00001688642,0.0002838029,0.000254369],"genre_scores_gemma":[0.06608163,0.9337592,0.00003515773,0.000005308506,0.00002505292,0.00001409522,0.00004017738,0.00002648706,0.00001296994],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9731788,"threshold_uncertainty_score":0.8487547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230996503542868,"score_gpt":0.2410600291932251,"score_spread":0.2287500641577964,"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."}}