{"id":"W2136307263","doi":"10.1115/imece2007-42213","title":"Whole Chip Temperature Measurements Using Thin-Film PDMS/Rhodamine B for Microfluidic Chip Design","year":2007,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Microchannel; Materials science; Rhodamine B; Joule heating; Microfluidics; Temperature measurement; Optoelectronics; Thin film; Silicon; Composite material; Nanotechnology; Chemistry","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":[0.0005934056,0.0002057378,0.0001759799,0.0001137089,0.0001211109,0.00005503537,0.0001112703,0.0001673708,0.00004592572],"category_scores_gemma":[0.00001779255,0.0001906923,0.00006922719,0.000219773,0.00001288609,0.0001366427,0.000005502759,0.0001331717,0.00001185259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009646433,"about_ca_system_score_gemma":0.00002832657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000105373,"about_ca_topic_score_gemma":0.00001011541,"domain_scores_codex":[0.9989447,0.00002056994,0.0002702034,0.0001895074,0.0001736709,0.0004013346],"domain_scores_gemma":[0.9995912,0.00004751046,0.000007324486,0.0001650138,0.00007818636,0.0001108201],"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":[0.00002759366,0.00002717797,0.0001908983,0.00007842755,0.00004523274,0.000001556801,0.0002007416,0.1124304,0.8843903,0.00003659932,0.002111952,0.0004591153],"study_design_scores_gemma":[0.0009667057,0.00005065383,0.0009007112,0.00005128549,0.00004437973,0.00000750344,0.00006834529,0.09093954,0.9054999,0.00003834156,0.001112763,0.0003198213],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07548916,0.001034381,0.9203752,0.00003702701,0.0003616943,0.0005429537,0.00001067862,0.0003298693,0.001818989],"genre_scores_gemma":[0.9274362,0.00005746992,0.07169236,0.0001879949,0.0002394355,0.00001347888,0.00005511774,0.00008589267,0.0002320517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8519471,"threshold_uncertainty_score":0.7776205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964084856627746,"score_gpt":0.2552872492403671,"score_spread":0.2056464006740897,"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."}}