{"id":"W4415390169","doi":"10.1093/mnras/staf1513","title":"Multispectral analysis of the Night Sky Brightness at Oukaimeden Observatory, Morocco","year":2025,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Sherbrooke; Université de Sherbrooke","funders":"","keywords":"Light pollution; Brightness; Sky; Sky brightness; Night sky; Observatory; Multispectral image","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003494768,0.0002006079,0.0004299101,0.00001559053,0.0003259706,0.00001469422,0.001049447,0.0001212037,0.0009496501],"category_scores_gemma":[0.00001838706,0.0001177765,0.0009166285,0.0003728453,0.00068228,0.0000896399,0.0009164411,0.0002178489,0.00001800828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006416907,"about_ca_system_score_gemma":0.00002813954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710366,"about_ca_topic_score_gemma":0.0009691298,"domain_scores_codex":[0.9982654,0.0001130571,0.0004613031,0.0003207991,0.0003985694,0.0004408388],"domain_scores_gemma":[0.998792,0.0001189288,0.0003468682,0.000634959,0.000005625692,0.0001016507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002262406,0.000111124,0.6987295,0.000009134403,0.0002846128,3.389214e-8,0.0002388772,0.2994016,0.0002164301,0.00001477585,0.000892217,0.00007920186],"study_design_scores_gemma":[0.0003137813,0.00002087531,0.898266,0.00001326561,0.0005373505,3.420133e-9,0.00007658382,0.0953356,0.004005491,0.000009323701,0.001319505,0.0001021684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957885,0.00005809947,0.00001513813,0.001745709,0.0002029594,0.0002790783,0.00004593395,0.00001160773,0.001852938],"genre_scores_gemma":[0.9953921,3.734236e-7,0.0006396492,0.0002135138,0.00002142591,0.000007250028,0.000005069458,0.000009589826,0.003711061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2040659,"threshold_uncertainty_score":0.9999636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007797568836369547,"score_gpt":0.2197478524369209,"score_spread":0.2119502836005514,"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."}}