{"id":"W2992478383","doi":"10.1021/acsomega.9b01918","title":"Fabrication of Rugged and Reliable Fluidic Chips for Autonomous Environmental Analyzers Using Combined Thermal and Pressure Bonding of Polymethyl Methacrylate Layers","year":2019,"lang":"en","type":"article","venue":"ACS Omega","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Science Foundation Ireland; Enterprise Ireland","keywords":"Fluidics; Materials science; Fabrication; Opacity; Optoelectronics; Layer (electronics); Chip; Pressure sensor; Nanotechnology; Optics; Mechanical engineering; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005137858,0.0008383596,0.0005915885,0.0004913384,0.000265442,0.0006822769,0.000896824,0.0006500042,0.0006194273],"category_scores_gemma":[0.001103834,0.0006099769,0.0003143933,0.0003074105,0.0004464758,0.0006667569,0.0007434184,0.0007268923,0.0005361793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003958287,"about_ca_system_score_gemma":0.0004395701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053646,"about_ca_topic_score_gemma":0.0005735423,"domain_scores_codex":[0.9994374,0.00005622162,0.00003740702,0.0001409731,0.0002696476,0.00005840873],"domain_scores_gemma":[0.999469,0.0001806166,0.0001426203,0.00007596397,0.00009326225,0.0000385528],"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":[0.00002665122,0.00002221266,0.0001874001,0.00007714155,0.000008357142,0.0000487554,0.00002528087,0.0004858911,0.9914955,0.0001909042,0.00007928687,0.007352672],"study_design_scores_gemma":[0.00001467641,0.0001367446,0.001543956,0.00001205272,0.00001712712,0.0001938378,0.00001316981,0.003872976,0.9893828,0.0001305883,0.004644109,0.00003803882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5750237,0.003150733,0.4140047,0.0002386602,0.0002898671,0.0007864237,0.0008543634,0.003584883,0.002066652],"genre_scores_gemma":[0.4410798,0.001532938,0.5522004,0.0001811476,0.00007250801,0.001285408,0.0006643828,0.000213099,0.002770171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000896824,"threshold_uncertainty_score":0.00287199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01055888339378199,"score_gpt":0.2210265206980616,"score_spread":0.2104676373042796,"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."}}