{"id":"W3200289563","doi":"10.36106/paripex/9206532","title":"A RESEARCH PAPER ON AIR COOLING USING PELTIER EFFECT","year":2021,"lang":"en","type":"article","venue":"PARIPEX INDIAN JOURNAL OF RESEARCH","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sault College","funders":"","keywords":"Environmental science; Passive cooling; Water cooling; Volume (thermodynamics); Condenser (optics); Mechanical engineering; Nuclear engineering; Engineering; Meteorology; Thermal; Physics; Optics; Thermodynamics","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":[0.00603924,0.0001257109,0.0002677027,0.0009123172,0.0002903717,0.0001402178,0.000263283,0.0001558377,0.0003050188],"category_scores_gemma":[0.0005965684,0.0001120761,0.0001161158,0.00143171,0.0001050239,0.0002677652,0.00003160559,0.002270603,0.00008095457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000305075,"about_ca_system_score_gemma":0.000393054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001495729,"about_ca_topic_score_gemma":0.00001233516,"domain_scores_codex":[0.9962409,0.001047525,0.0003789341,0.0001641364,0.001421414,0.0007471407],"domain_scores_gemma":[0.9975306,0.0009270526,0.00001401947,0.0002448782,0.0009406006,0.0003427953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008310752,0.0002873216,0.007146618,0.001316069,0.0005293917,0.01083161,0.007905463,0.8469416,0.07471509,0.0005101287,0.01019558,0.03878998],"study_design_scores_gemma":[0.01000462,0.004895926,0.02132112,0.007287956,0.0001289594,0.004873346,0.007126518,0.1775762,0.7162348,0.001592034,0.04725121,0.001707309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832683,0.001825224,0.003800092,0.0004049122,0.0005172028,0.0002305619,0.000005864454,0.00003456122,0.00991333],"genre_scores_gemma":[0.9978775,0.0004360372,0.0009602368,0.00002986052,0.0005203517,0.000004369473,0.000002882683,0.00004739396,0.000121416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6693655,"threshold_uncertainty_score":0.9864765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06296814574503017,"score_gpt":0.3825966448118922,"score_spread":0.319628499066862,"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."}}