{"id":"W4313626957","doi":"10.1016/j.snb.2023.133324","title":"Engineered detection zone to enhance color uniformity on paper microfluidics fabricated via Parafilm®-heating-laser-cutting","year":2023,"lang":"en","type":"article","venue":"Sensors and Actuators B Chemical","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Microfluidics; Fabrication; Laser; Laser ablation; Nanotechnology; Biomedical engineering; Optics","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":[0.0001147115,0.0002810489,0.0002790188,0.0001483764,0.0001189977,0.00004824755,0.00007370106,0.0002461514,0.00002709471],"category_scores_gemma":[0.0001285406,0.0002657005,0.00008471117,0.0007219955,0.00004358728,0.00008210112,0.00003983974,0.000362782,0.00019584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000091227,"about_ca_system_score_gemma":0.000005095921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001691235,"about_ca_topic_score_gemma":0.000002504235,"domain_scores_codex":[0.9986311,0.00001855299,0.0003125886,0.0003677354,0.0001981677,0.0004718811],"domain_scores_gemma":[0.9993322,0.0001356765,0.00002986244,0.0001892947,0.00004168228,0.0002712418],"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":[0.00003424755,0.00001758407,0.000009965577,0.00004252798,0.00002964078,0.00001039812,0.0001015174,0.001319413,0.9262336,0.000007454962,0.0006074781,0.07158617],"study_design_scores_gemma":[0.0001335208,0.00007863415,0.0001820468,0.00003638456,0.00001768329,0.00001592494,0.0000668855,0.09745843,0.8974965,0.00004316949,0.004170329,0.0003004976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951409,0.00003052873,0.003340623,0.0001806019,0.0001919572,0.0001757989,0.00001922924,0.0007681276,0.0001522883],"genre_scores_gemma":[0.9990475,0.00008825778,0.0003316072,0.0001518057,0.0001728365,0.00001531495,0.00001651664,0.00005527868,0.0001208753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09613901,"threshold_uncertainty_score":0.9999795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00523894511293507,"score_gpt":0.2139401984076144,"score_spread":0.2087012532946793,"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."}}