{"id":"W2900573398","doi":"10.25071/10315/35376","title":"The Design Of Infrared Mirror Coatings For The Enhanced Performance Of Incandescent Lighting","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Thermal Radiation and Cooling Technologies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Incandescent light bulb; Infrared; Materials science; Optoelectronics; Optics; Computer science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004219632,0.00010056,0.000130725,0.00008990176,0.00007471912,0.0000153245,0.0003548021,0.0000797679,0.000004210349],"category_scores_gemma":[0.0002727073,0.00007221726,0.00003106438,0.0002385029,0.00006267494,0.00003994321,0.00002247076,0.0001346109,7.46931e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001025593,"about_ca_system_score_gemma":0.00006405582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003790989,"about_ca_topic_score_gemma":0.002444839,"domain_scores_codex":[0.9991974,0.000007775787,0.0002776576,0.00008440739,0.00009239407,0.000340365],"domain_scores_gemma":[0.9993595,0.0002757885,0.00004712454,0.0001942682,0.00006283056,0.00006043015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002824473,0.00005012955,0.001468129,0.001270049,0.0002969047,0.000003710332,0.003044251,0.3425032,0.0939905,0.0537628,0.0003340541,0.5029938],"study_design_scores_gemma":[0.0001481671,0.00007226903,0.0003803216,0.0000993234,0.000005454386,5.976665e-7,0.00004506834,0.810435,0.1875328,0.00008102483,0.001116064,0.00008395956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7521219,0.004267203,0.2383927,0.0007315418,0.001473778,0.002179666,0.00002973322,0.0006348527,0.000168588],"genre_scores_gemma":[0.9925705,0.00008810337,0.007139554,0.00001109898,0.00002508387,0.0001386806,5.166777e-7,0.00002185741,0.00000460224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5029098,"threshold_uncertainty_score":0.2944935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235387372329772,"score_gpt":0.2235334792079573,"score_spread":0.2111796054846596,"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."}}