{"id":"W4319304799","doi":"10.1016/j.bios.2023.115131","title":"Recent Advances In the development of enzymatic paper-based microfluidic biosensors","year":2023,"lang":"en","type":"review","venue":"Biosensors and Bioelectronics","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Software portability; Nanotechnology; Microfluidics; Fabrication; Biochemical engineering; Biosensor; Computer science; Materials science; Engineering; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005165352,0.0005113611,0.001108508,0.0003751425,0.00008968573,0.00004367293,0.0002643505,0.0003929351,0.00001142985],"category_scores_gemma":[0.00004984263,0.0003286277,0.0002316326,0.001187765,0.0001052675,0.00005315556,0.00002802951,0.0005149513,0.00003307319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000164826,"about_ca_system_score_gemma":0.0001625349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001949401,"about_ca_topic_score_gemma":0.00007853819,"domain_scores_codex":[0.9976232,0.0001416871,0.001028307,0.000366795,0.0002763688,0.0005636417],"domain_scores_gemma":[0.9991409,0.0002782755,0.0001660302,0.0003096112,0.00003584709,0.00006935342],"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":[0.000003992694,0.00003902199,5.555122e-7,0.009326437,0.00006923351,0.00000519994,0.00006741439,0.00001090915,0.0001706762,0.00009212854,0.0001644307,0.99005],"study_design_scores_gemma":[0.0001482013,0.00008729135,0.00000398072,0.00282974,0.0001709373,0.00001016407,0.00007109387,0.0004753014,0.0007689373,0.00003956013,0.9949772,0.000417581],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006927481,0.9982951,0.0000282174,0.00004363984,0.0001521731,0.0005349902,0.00003004219,0.0001200404,0.0001029918],"genre_scores_gemma":[0.0004572708,0.9990831,0.0001827791,0.00002369439,0.00006071668,0.00004156865,0.00004654285,0.00007497461,0.0000293228],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9948128,"threshold_uncertainty_score":0.9999166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03550161943611084,"score_gpt":0.2854223989913586,"score_spread":0.2499207795552477,"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."}}