{"id":"W2009640930","doi":"10.1080/07055900.2001.9649678","title":"Parametrization schemes of incident radiation in the North Water polynya","year":2001,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sky; Parametrization (atmospheric modeling); Environmental science; Atmosphere (unit); Flux (metallurgy); Climatology; Arctic; Atmospheric sciences; Sea ice; Earth's energy budget; Meteorology; Radiation; Radiative transfer; Geology; Geography; Oceanography; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002668757,0.00009219049,0.0001140733,0.000009030874,0.00008312982,0.00002531045,0.0001981947,0.00004420415,0.0006469761],"category_scores_gemma":[0.00004125026,0.00005398842,0.00003889883,0.0003370707,0.0000618196,0.0001969635,0.000008589653,0.0001017363,0.00005759994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006602084,"about_ca_system_score_gemma":0.00002316324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002642276,"about_ca_topic_score_gemma":0.001553704,"domain_scores_codex":[0.9990881,0.00007016704,0.000236395,0.0001371709,0.0002509388,0.0002172282],"domain_scores_gemma":[0.999599,0.0001037279,0.00007319231,0.0001620979,0.00002662008,0.00003539463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001763202,0.00001998808,0.9749151,0.000006070778,0.000006605167,0.000007651873,0.001032777,0.00537571,0.00000171227,0.00007236666,0.00008312493,0.01846129],"study_design_scores_gemma":[0.0002315059,0.00007334862,0.9732109,0.00000725779,0.00001210934,0.00001317614,0.0008576777,0.02179288,0.00003777173,0.0004100624,0.003259692,0.00009362334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975537,0.00009678984,0.0004403347,0.0003497495,0.00009455396,0.0001340856,0.000006080945,0.00001291804,0.001311778],"genre_scores_gemma":[0.9987178,0.0001727338,0.0003738563,0.0003658512,0.0000605669,2.192892e-7,0.000181403,0.000003082385,0.0001244683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01836766,"threshold_uncertainty_score":0.7083934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007832301729256192,"score_gpt":0.2005142284017363,"score_spread":0.1926819266724801,"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."}}