{"id":"W2943814917","doi":"10.1175/jas-d-18-0246.1","title":"Diffusivity-Factor Approximation for Spectral Outgoing Longwave Radiation","year":2019,"lang":"en","type":"article","venue":"Journal of the Atmospheric Sciences","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermal diffusivity; Radiance; Computational physics; Optics; Physics; Radiative transfer; Absorption (acoustics); Radiation; Geometry; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004354666,0.0006477574,0.0002778177,0.0003568097,0.0001560691,0.0004295926,0.0005870515,0.000465643,0.001040081],"category_scores_gemma":[0.001964731,0.0001939439,0.0003313699,0.0002942504,0.00025576,0.001018521,0.000368424,0.0004924355,0.0005345581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005246899,"about_ca_system_score_gemma":0.0004324907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003366803,"about_ca_topic_score_gemma":0.002111282,"domain_scores_codex":[0.9998459,0.0000373589,0.000009328438,0.00004388147,0.00004731448,0.0000162886],"domain_scores_gemma":[0.9996703,0.0001037026,0.00004936932,0.00005109614,0.0001108897,0.0000147043],"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":[0.0001180782,0.00005626631,0.005387465,0.0001813706,0.00005907927,0.0003689959,0.0001589746,0.6994594,0.07947558,0.1291811,0.00280715,0.0827464],"study_design_scores_gemma":[0.000003737156,0.000005396727,0.0004030847,0.000006557537,0.000002454079,0.0000508126,0.000006086586,0.9916665,0.002939065,0.003546386,0.001361156,0.000008691202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02540701,0.0003474962,0.9711894,0.00005962999,0.00005014925,0.00002211435,0.00008208034,0.0002226613,0.00261944],"genre_scores_gemma":[0.6435527,0.0009096785,0.3497756,0.00005563984,0.00007350008,0.00009099622,0.0002498235,0.0001961419,0.005095843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003366803,"threshold_uncertainty_score":0.006694376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340918730296996,"score_gpt":0.2221259642666336,"score_spread":0.2087167769636636,"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."}}