{"id":"W3004611220","doi":"10.1093/mnras/staa323","title":"Magnitude to luminance conversions and visual brightness of the night sky","year":2020,"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":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Sherbrooke","funders":"Xunta de Galicia; Federación Española de Enfermedades Raras; Fonds de recherche du Québec – Nature et technologies; European Commission","keywords":"Scotopic vision; Photopic vision; Physics; Brightness; Luminance; Astrophysics; Apparent magnitude; Magnitude (astronomy); Absolute magnitude; Photometry (optics); Optics; Sky brightness; Astronomy; Stars","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001447737,0.0001256373,0.0002041454,0.000002606355,0.0001781733,0.000009994445,0.0004495821,0.0000573698,0.0003681028],"category_scores_gemma":[0.0000216653,0.00007486838,0.0001804544,0.00008600987,0.0005034389,0.00007193916,0.0007249595,0.000155803,0.00003058917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000868101,"about_ca_system_score_gemma":0.00001462302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003019134,"about_ca_topic_score_gemma":0.00002370687,"domain_scores_codex":[0.9989724,0.00005358378,0.0002326376,0.000220725,0.000250381,0.0002702616],"domain_scores_gemma":[0.9994239,0.00005528405,0.0001603844,0.0001688964,0.000003366992,0.000188193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006249109,0.0001441739,0.919984,0.00003131822,0.00002807288,9.400946e-8,0.001913241,0.07373432,0.001063072,0.00001281799,0.002591649,0.0004347702],"study_design_scores_gemma":[0.0002993566,0.0001124124,0.9685411,0.00001417236,0.0000318129,1.03613e-8,0.0002089259,0.02380923,0.004046443,0.000002451853,0.002845131,0.00008897285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910814,0.00002180038,0.00002020952,0.00799961,0.00008000465,0.0002698337,0.00002166986,0.00000641659,0.0004990559],"genre_scores_gemma":[0.9980714,3.184545e-7,0.0009055685,0.0006846243,0.00003453545,0.000003352733,7.544126e-7,0.000008655024,0.0002908054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0499251,"threshold_uncertainty_score":0.4030468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0074923815603003,"score_gpt":0.2075151761506514,"score_spread":0.2000227945903511,"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."}}