{"id":"W4385859841","doi":"10.2139/ssrn.4543208","title":"Printed Microfluidic Devices and Their Application in Biosensing","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Microfluidics; Capillary action; Materials science; Nanotechnology; Biosensor; Electrode; Polymer; Optoelectronics; Chemistry; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004897392,0.0005558907,0.0004736369,0.001231791,0.000388484,0.002033143,0.0008814856,0.002007812,0.005530062],"category_scores_gemma":[0.001285614,0.0006414745,0.0005144856,0.001223941,0.001117944,0.001128873,0.000802597,0.001463462,0.002072737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005704799,"about_ca_system_score_gemma":0.0002327022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001790442,"about_ca_topic_score_gemma":0.0001815931,"domain_scores_codex":[0.9992993,0.00009280319,0.00003472866,0.0001265399,0.0004091773,0.00003734521],"domain_scores_gemma":[0.9994993,0.0003236765,0.00002997179,0.00006055987,0.00006848107,0.00001794517],"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":[0.0002199404,0.0001736257,0.0004138322,0.002082875,0.00008444548,0.0009168276,0.0003283507,0.008003907,0.6346869,0.1090583,0.007131607,0.2368994],"study_design_scores_gemma":[0.00004100355,0.0002452459,0.001350452,0.0002698742,0.00006824888,0.001854159,0.00007701051,0.02055486,0.7466978,0.04579717,0.1829435,0.000100573],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07504533,0.3681532,0.4348129,0.003543522,0.005122184,0.0002197577,0.0006461652,0.001296227,0.1111608],"genre_scores_gemma":[0.5562839,0.151161,0.1929014,0.001856421,0.002699375,0.0002767841,0.0005349175,0.0002340211,0.09405225],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005530062,"threshold_uncertainty_score":0.01849991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008683196324674574,"score_gpt":0.2175291741116084,"score_spread":0.2088459777869338,"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."}}