{"id":"W2027654350","doi":"10.5539/mas.v3n4p203","title":"Development of TEC System for Commercial Cooling Applications","year":2009,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Heat Transfer and Numerical Methods","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TEC; Commercialization; Heat sink; Environmental science; Computer science; Electrical engineering; Engineering; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003955509,0.00007665887,0.0001375364,0.00006469867,0.0001658719,0.00001488772,0.0002457951,0.00002895952,7.99967e-7],"category_scores_gemma":[0.000003662315,0.00007389142,0.00002037669,0.0003297062,0.00006511777,0.00003698526,0.000008263332,0.00005204893,0.000003688961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007101566,"about_ca_system_score_gemma":0.00005433873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.835338e-7,"about_ca_topic_score_gemma":5.692232e-7,"domain_scores_codex":[0.9992437,0.000002592347,0.0002092512,0.0001546574,0.0001678547,0.0002219333],"domain_scores_gemma":[0.9996992,0.00003264647,0.000009016395,0.0001440156,0.00003582564,0.00007925759],"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":[0.000004743039,0.00001077998,0.000001458798,0.00004704465,0.000001465086,2.305969e-8,0.0004329394,0.001534154,0.6470275,0.003954544,0.000002061599,0.3469833],"study_design_scores_gemma":[0.0002697633,0.0000152883,0.001193636,0.00002316132,0.000008523636,0.000001095924,0.00009623558,0.2829762,0.7110369,0.0009938342,0.003170422,0.0002149454],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0142456,0.00002167236,0.9789313,0.000008660868,0.00004289697,0.0003649769,0.000003474612,0.0001551052,0.006226311],"genre_scores_gemma":[0.7455202,5.61037e-7,0.2543343,0.0000158367,0.00001822423,0.0001035465,8.28432e-7,0.000005281098,0.000001214694],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7312745,"threshold_uncertainty_score":0.3013205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02910579694989624,"score_gpt":0.286722855694338,"score_spread":0.2576170587444417,"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."}}