{"id":"W2789290058","doi":"10.4271/2024-01-3389","title":"Liquid Cooling for Next Generation Rugged COTS Modules","year":2013,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Heat Transfer and Boiling Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Curtiss-Wright (Canada)","funders":"","keywords":"Computer cooling; Computer science; Embedded system; Systems engineering; Engineering; Thermal management of electronic devices and systems; Mechanical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003945239,0.0007710138,0.0009029331,0.0001740784,0.0005121082,0.000194564,0.000607114,0.000716781,0.0002723097],"category_scores_gemma":[0.000376718,0.000678364,0.0004477813,0.0004198209,0.0004528732,0.0006706353,0.0001162305,0.000822973,0.0001754712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002307018,"about_ca_system_score_gemma":0.00004046931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003248221,"about_ca_topic_score_gemma":0.02171839,"domain_scores_codex":[0.9964789,0.00006527497,0.001013181,0.0008497543,0.0005424977,0.001050416],"domain_scores_gemma":[0.9981626,0.0004230328,0.0000491959,0.0008601516,0.0001812418,0.0003237672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001250658,0.0001202133,0.00001543916,0.0001285525,0.00008085163,0.00000544212,0.00004869944,0.0005508588,0.9829602,0.00330111,0.008263602,0.004400018],"study_design_scores_gemma":[0.002130891,0.003172941,0.9055618,0.0005037554,0.0002617254,0.00005761594,0.000245713,0.00003920736,0.01138334,0.002056434,0.0721237,0.002462876],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734317,0.001375096,0.00007796998,0.002393554,0.0006859736,0.002228778,0.0001001666,0.005945805,0.01376096],"genre_scores_gemma":[0.9899809,0.0009242036,0.005678148,0.0009791047,0.0005103148,0.001471036,0.00009916191,0.0001891948,0.0001678831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9715768,"threshold_uncertainty_score":0.9995667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02629266038435201,"score_gpt":0.2437873429281202,"score_spread":0.2174946825437682,"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."}}