{"id":"W2995901790","doi":"","title":"An observation operator for assimilating skin and sub-skin sea surface temperature","year":2018,"lang":"en","type":"article","venue":"2018 Ocean Sciences Meeting","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity Western University","funders":"","keywords":"Skin temperature; Operator (biology); Skin effect; Meteorology; Environmental science; Physics; Medicine; Chemistry; Dermatology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001809874,0.0001663154,0.0001607351,0.00004801298,0.001560957,0.0003580436,0.0003063953,0.00008642583,0.00007417236],"category_scores_gemma":[0.0002147185,0.0001287129,0.00003306579,0.0003675949,0.0005308473,0.000887404,0.0000213411,0.0001081204,0.00001367241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007358879,"about_ca_system_score_gemma":0.0001093281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005347008,"about_ca_topic_score_gemma":0.0008431995,"domain_scores_codex":[0.9983999,0.00008806517,0.0002504061,0.0004920656,0.0003171326,0.0004524261],"domain_scores_gemma":[0.9991559,0.0002751392,0.0001326722,0.0001488921,0.000132885,0.000154463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000240942,0.00001044066,0.9855308,0.00002712833,0.000006630501,9.827089e-7,0.001528959,0.002052886,0.001338843,0.00008413194,0.0006489793,0.008746133],"study_design_scores_gemma":[0.0002845246,0.0006065888,0.3007975,0.00008834438,0.0000177805,0.00001531233,0.003971829,0.690403,0.002278933,0.0003650866,0.0007977007,0.0003733952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973386,0.00005834391,0.0003054017,0.0003569195,0.0004033374,0.0002071845,0.00005418431,0.00005020354,0.001225829],"genre_scores_gemma":[0.9618851,0.00001770481,0.03689494,0.0005697907,0.0005119208,2.982273e-7,0.00005260763,0.000005909743,0.0000617142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6883501,"threshold_uncertainty_score":0.9997389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02118864711335287,"score_gpt":0.2511406002821916,"score_spread":0.2299519531688387,"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."}}