{"id":"W4214493758","doi":"10.31224/osf.io/3p8cj","title":"Simple models for the operation of partially transparent radiative windows and their comparison to the radiative coolers","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Thermal Radiation and Cooling Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Radiative transfer; Reflection (computer programming); Thermal radiation; Radiative cooling; Optics; Atmosphere (unit); Thermal; Heat transfer; Window (computing); Physics; Materials science; Mechanics; Thermodynamics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003780008,0.0007097522,0.0008441781,0.0003147631,0.0003807024,0.0008781353,0.001344715,0.001154946,0.00311873],"category_scores_gemma":[0.001507159,0.000457907,0.0009194122,0.0003099526,0.000586691,0.00137253,0.0005598433,0.00093077,0.0004429807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005521946,"about_ca_system_score_gemma":0.0006872912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003520956,"about_ca_topic_score_gemma":0.002033484,"domain_scores_codex":[0.9997537,0.0000614641,0.000008987523,0.00004865463,0.00008143223,0.00004588617],"domain_scores_gemma":[0.9995428,0.0002612582,0.00006973661,0.00005723437,0.00005007099,0.00001899383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002447575,0.00001902824,0.0001168664,0.00003830779,0.000006284902,0.00002049135,0.00002666005,0.9836692,0.003148256,0.01048679,0.000172927,0.002270676],"study_design_scores_gemma":[0.000005311556,0.00001463749,0.00006318999,0.000003181857,0.000003606077,0.000007914247,0.000005355574,0.997326,0.0006009745,0.00150547,0.0004597869,0.000004549171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08159256,0.0007396602,0.9056707,0.0002466041,0.00007974972,0.00009763482,0.000227813,0.0004546319,0.01089069],"genre_scores_gemma":[0.8967851,0.001242645,0.0875665,0.00009979012,0.00007320462,0.0004345938,0.0002412577,0.0002485917,0.01330819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003520956,"threshold_uncertainty_score":0.0104332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05170928865331682,"score_gpt":0.2749365236948915,"score_spread":0.2232272350415747,"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."}}