{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002115646,0.0002022238,0.0002656869,0.0001791625,0.0000540102,0.00001464153,0.0001808786,0.0001877919,0.00005104004],"category_scores_gemma":[0.00004180552,0.0001973899,0.00008803304,0.0003065016,0.00009839274,0.0001343633,0.0000583983,0.0001971652,0.00002358389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001348358,"about_ca_system_score_gemma":0.00001867825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002824351,"about_ca_topic_score_gemma":0.000001191943,"domain_scores_codex":[0.9988334,0.00001556578,0.0003113826,0.0001253929,0.0001016919,0.0006125504],"domain_scores_gemma":[0.9995416,0.00004896345,0.00004656898,0.0002538211,0.00003642847,0.00007257861],"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":[0.00000388337,0.00002535023,0.002386369,0.00007880817,0.00004080846,8.786632e-7,0.0001536504,0.00002054788,0.9771402,0.0007924277,0.007661016,0.011696],"study_design_scores_gemma":[0.0002536194,0.00001419027,0.00003733173,0.00006010045,0.00002499142,0.00002440832,0.0003073719,0.0002303634,0.9813801,0.00003279381,0.01741195,0.0002227483],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9161895,0.009768222,0.07085408,0.00002715209,0.0004198952,0.0001695118,0.000005973081,0.000940469,0.001625194],"genre_scores_gemma":[0.9917081,0.0003593463,0.007559363,0.00002799951,0.00006738384,0.000004642007,0.000006031564,0.00005271684,0.0002144095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07551861,"threshold_uncertainty_score":0.8049328,"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."}}