{"id":"W2186907208","doi":"","title":"YARN BASED MICROFLUIDICS: FROM BASIC ELEMENTS TO COMPLEX CIRCUITS","year":2009,"lang":"en","type":"article","venue":"13th International Conference on Miniaturized Systems for Chemistry and Life Sciences, MicroTAS 2009","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Microfluidics; Yarn; Electronic circuit; Nanotechnology; Computer science; Topology (electrical circuits); Materials science; Engineering; Mechanical engineering; Electrical engineering","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":[0.0002616554,0.0002363957,0.0002619089,0.00006881917,0.0001519791,0.000218802,0.0003547838,0.0001333667,0.0002873591],"category_scores_gemma":[0.00008251355,0.0002224408,0.00007825965,0.0001600588,0.00007319473,0.00008714965,0.00001530924,0.000151888,0.00002163407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007259332,"about_ca_system_score_gemma":0.00006527991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002566638,"about_ca_topic_score_gemma":0.000001126204,"domain_scores_codex":[0.9984847,0.00001812116,0.0004200568,0.0004476382,0.0003191934,0.0003102353],"domain_scores_gemma":[0.9993309,0.00006121944,0.00008571595,0.000152853,0.0001334762,0.0002358171],"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":[0.00004356662,0.00004420052,0.00004865002,0.00004314633,0.00003710061,0.000001851608,0.00003612333,0.0001733032,0.9857871,0.0003119467,0.01060412,0.002868889],"study_design_scores_gemma":[0.003985963,0.0005072135,0.002346729,0.0008625769,0.00007368028,0.00001645073,0.0004876689,0.3279151,0.4542531,0.0008580652,0.207264,0.001429441],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711846,0.0007977466,0.006782379,0.002934531,0.001643298,0.0009231698,0.002722416,0.000262519,0.01274935],"genre_scores_gemma":[0.9972547,0.00007147979,0.001018918,0.0007342144,0.0003677871,0.00002531161,0.0001449965,0.00001116037,0.0003714162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.531534,"threshold_uncertainty_score":0.9070874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04365323278456337,"score_gpt":0.2765841814689136,"score_spread":0.2329309486843502,"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."}}