{"id":"W4412571923","doi":"10.1525/elementa.2024.00076","title":"Theoretical estimates of light transmittance at the MOSAiC Central Observatory","year":2025,"lang":"en","type":"article","venue":"Elementa Science of the Anthropocene","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mosaic; Observatory; Transmittance; Remote sensing; Environmental science; Geography; Optics; Physics; Astronomy; Archaeology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004453298,0.0001515163,0.0001708581,0.00000660487,0.0005333915,0.0000128124,0.001351596,0.0000340428,0.002857189],"category_scores_gemma":[0.00003694787,0.00008424286,0.0001033367,0.000729355,0.011261,0.0001752397,0.0008089808,0.0001007107,0.00001143503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003365442,"about_ca_system_score_gemma":0.0000420528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001030708,"about_ca_topic_score_gemma":0.00002689953,"domain_scores_codex":[0.9982173,0.00004036932,0.0003256529,0.0003236806,0.0006593021,0.0004337379],"domain_scores_gemma":[0.9991276,0.00005188657,0.0001464416,0.0006055298,0.00000711231,0.00006146101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005822092,0.000328016,0.7619064,0.00002986337,0.00003100944,0.000001242435,0.0005208282,0.01285342,0.1905259,0.02430795,0.002271078,0.007166083],"study_design_scores_gemma":[0.0003813136,0.00008385798,0.4543217,0.00006250739,0.00006269945,0.000003803669,0.0005560996,0.01202026,0.5220336,0.009165925,0.001126074,0.0001822249],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880484,0.0002003841,0.001306177,0.003317016,0.0003175577,0.0002681857,0.000008310078,0.00001065786,0.006523347],"genre_scores_gemma":[0.9962849,0.000115501,0.002912481,0.0003529377,0.000006619362,0.000006207129,7.696697e-7,0.000007183633,0.0003134014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3315077,"threshold_uncertainty_score":0.9980543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004302897807611637,"score_gpt":0.2273343814663138,"score_spread":0.2230314836587021,"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."}}