{"id":"W1849529054","doi":"10.1080/10789669.2012.733644","title":"Heat flux variations of an infrared tube heater at low and medium firing rates","year":2013,"lang":"en","type":"article","venue":"HVAC&R Research","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Becton Dickinson (Canada)","funders":"","keywords":"Heat flux; Flux (metallurgy); Materials science; Tube (container); Infrared; Mechanics; Environmental science; Heat transfer; Optics; Composite material; Physics","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":[0.0003548227,0.0001277494,0.0002051466,0.0002238082,0.0001915758,0.00005765444,0.0001473907,0.00006763564,0.0006316261],"category_scores_gemma":[0.00007501811,0.0001161236,0.00002606686,0.0002969728,0.0001557383,0.0003221181,0.00009309478,0.0002383513,0.0001299288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009404369,"about_ca_system_score_gemma":0.00002173828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001946001,"about_ca_topic_score_gemma":0.0001037955,"domain_scores_codex":[0.9986902,0.0001148215,0.0002118872,0.0001996374,0.0003453367,0.0004381418],"domain_scores_gemma":[0.9990922,0.0002922126,0.000002538652,0.0002655163,0.0001983107,0.0001491897],"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":[0.00007873477,0.000236425,0.09610334,0.002045972,0.000587717,0.00003144133,0.02507504,0.003862733,0.8262506,0.0005089762,0.04081712,0.004401941],"study_design_scores_gemma":[0.0009968552,0.0002486993,0.6041874,0.0001422579,0.00001434039,0.000008868706,0.0005199457,0.06156515,0.3293293,0.00135401,0.001291671,0.0003415818],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935528,0.001050098,0.0001436462,0.000417462,0.00009324732,0.0004192476,0.00001927432,0.00009295376,0.004211244],"genre_scores_gemma":[0.9984296,0.0002581149,0.0003452074,0.00001007301,0.00007445162,0.0001655816,0.00001450632,0.00003469421,0.0006677759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5080841,"threshold_uncertainty_score":0.6915862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04159420709389373,"score_gpt":0.3171366353631586,"score_spread":0.2755424282692649,"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."}}