{"id":"W1927411663","doi":"10.1039/c5an00909j","title":"An instrument-free, screen-printed paper microfluidic device that enables bio and chemical sensing","year":2015,"lang":"en","type":"article","venue":"The Analyst","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Public Health","funders":"Hokkaido University; Ministry of Education, Culture, Sports, Science and Technology","keywords":"Polydimethylsiloxane; Microfluidics; Chromatography; Bovine serum albumin; Inkwell; Aqueous solution; Polymer; Buffer (optical fiber); Screen printing; Materials science; Nanotechnology; Chemistry; Computer science; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001809413,0.0001241346,0.0001461876,0.00005151843,0.00005716171,0.00007664756,0.0001399533,0.00007178117,0.00001463953],"category_scores_gemma":[0.00002143676,0.0000861833,0.00004148134,0.0001974587,0.00007108187,0.0001249715,0.00005445234,0.0001359336,0.00002062745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003438946,"about_ca_system_score_gemma":0.000006167762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002698326,"about_ca_topic_score_gemma":0.00006196548,"domain_scores_codex":[0.9993782,0.00003261484,0.0001274982,0.0001461444,0.0001271593,0.0001884022],"domain_scores_gemma":[0.9994456,0.00002172658,0.00001763333,0.000344575,0.00003444921,0.0001359705],"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":[0.00002448258,0.00001783894,0.0007587686,0.00002491225,0.0001597997,0.000008562723,0.000174759,0.0001236484,0.978613,0.0001947707,0.003307399,0.01659211],"study_design_scores_gemma":[0.0009342341,0.00006577422,0.002265268,0.00007709338,0.0003328159,0.00009472921,0.001376469,0.1491985,0.8189299,0.001360199,0.02483172,0.0005333508],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957726,0.0009716811,0.001570225,0.0004313824,0.00005184843,0.00005031626,0.00000512371,0.0001426779,0.001004169],"genre_scores_gemma":[0.999118,0.0001665925,0.000367711,0.0001774012,0.000105532,4.707893e-7,0.000007468637,0.00001806094,0.00003870705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1596831,"threshold_uncertainty_score":0.3514453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02464713782907168,"score_gpt":0.221762524835621,"score_spread":0.1971153870065493,"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."}}