{"id":"W7124729042","doi":"10.1017/s1743921324000838","title":"National approaches to the protection of dark and quiet skies","year":2024,"lang":"en","type":"article","venue":"Proceedings of the International Astronomical Union","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Light pollution; QUIET; Software deployment; Safeguarding; Interim; Key (lock)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008662864,0.0003204409,0.0003562137,0.00221171,0.00391745,0.007576725,0.002380448,0.003790825,0.009186838],"category_scores_gemma":[0.008311517,0.0003253679,0.0006411475,0.001479698,0.003348749,0.003011012,0.01056801,0.005161908,0.001073368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007959822,"about_ca_system_score_gemma":0.05065698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08517423,"about_ca_topic_score_gemma":0.1024019,"domain_scores_codex":[0.9939895,0.001326155,0.0003573636,0.0007549435,0.002284625,0.00128739],"domain_scores_gemma":[0.9904665,0.002062014,0.0009591716,0.0009431886,0.004233686,0.001335214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000357661,0.0008957648,0.0375216,0.002016991,0.000155542,0.0004453006,0.00691501,0.008570201,0.01035264,0.6053317,0.09998164,0.2274559],"study_design_scores_gemma":[0.00005423663,0.0003259049,0.06913979,0.002158292,0.0001325906,0.0001922621,0.01293081,0.002684309,0.007435849,0.05419043,0.8506484,0.0001071885],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1062472,0.01541119,0.0243543,0.177386,0.002095161,0.0006864535,0.002665673,0.0005218067,0.6706323],"genre_scores_gemma":[0.817779,0.01008203,0.03090185,0.04583928,0.0005881879,0.001169115,0.002274772,0.0001209043,0.09124479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08517423,"threshold_uncertainty_score":0.1693569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04221870034629652,"score_gpt":0.2264125879795409,"score_spread":0.1841938876332444,"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."}}