{"id":"W2928391348","doi":"10.31438/trf.hh2012.67","title":"LOW COST LOCALIZED BONDING OF PMMA MICROFLUIDICS USING MICROWAVE SUSCEPTORS","year":2012,"lang":"en","type":"article","venue":"","topic":"Electrowetting and Microfluidic Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Microfluidics; Microwave; Materials science; Optoelectronics; Thermoplastic; Microwave heating; Microelectromechanical systems; Microwave oven; Nanotechnology; Composite material; Computer science; Telecommunications","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":[0.0004200287,0.0005868067,0.0003296137,0.0002500806,0.0002216978,0.0002758377,0.0006842717,0.0004428401,0.00123449],"category_scores_gemma":[0.0005611759,0.0004015518,0.0003051051,0.0001507296,0.0003115542,0.0005908022,0.0005488375,0.0005596248,0.0006030322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003192048,"about_ca_system_score_gemma":0.0002807779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002262393,"about_ca_topic_score_gemma":0.0004106348,"domain_scores_codex":[0.9996371,0.00005755166,0.00002275204,0.00009529809,0.0001437326,0.00004349646],"domain_scores_gemma":[0.9996989,0.00007017879,0.0001259015,0.00005875821,0.00002795196,0.00001830454],"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":[0.000022027,0.000009671127,0.0000916311,0.00007767631,0.000005141114,0.00006752563,0.00002973893,0.0001820763,0.99434,0.0009509195,0.0001261265,0.004097551],"study_design_scores_gemma":[0.00001275309,0.0002622812,0.001062411,0.00001417866,0.00001653672,0.0002968749,0.00001606207,0.00242343,0.9911081,0.0001278174,0.004646266,0.00001334725],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8377534,0.006834316,0.1478045,0.00046826,0.000376475,0.0002102593,0.0001562449,0.001014038,0.005382518],"genre_scores_gemma":[0.9066596,0.001706406,0.08666346,0.00008709934,0.00008247438,0.0001830081,0.00008872409,0.00006211153,0.004467067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00123449,"threshold_uncertainty_score":0.004129827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01492313456474762,"score_gpt":0.2314479533346936,"score_spread":0.216524818769946,"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."}}