{"id":"W4388861202","doi":"10.1038/d41586-023-03610-5","title":"Bright satellites are disrupting astronomy research worldwide","year":2023,"lang":"en","type":"article","venue":"Nature","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Campion College; University of Regina","funders":"","keywords":"Amateur; Sky; Satellite; Astronomy; Stars; Physics; Remote sensing; Geography; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009006624,0.0007896861,0.0008651484,0.004070984,0.003593777,0.01245257,0.001575752,0.006643866,0.05729583],"category_scores_gemma":[0.02029027,0.0004688643,0.0006895022,0.004391398,0.005654407,0.01379359,0.007300196,0.006061086,0.0205166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002770664,"about_ca_system_score_gemma":0.009167422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004569854,"about_ca_topic_score_gemma":0.005273819,"domain_scores_codex":[0.9962919,0.0006012811,0.0001486354,0.0004149066,0.001911422,0.0006319961],"domain_scores_gemma":[0.9606147,0.008289172,0.004538669,0.002379458,0.007466291,0.01671177],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001827053,0.0001261899,0.01029403,0.0007764336,0.00007691297,0.0003806811,0.0009281653,0.0004266503,0.003433479,0.1021939,0.5792424,0.3019384],"study_design_scores_gemma":[0.00001940639,0.00006645417,0.006604483,0.0003465254,0.00002253685,0.0002471442,0.00162667,0.00007766961,0.0002731539,0.03180823,0.9588853,0.00002233487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0213477,0.09909258,0.004324549,0.6695276,0.06029735,0.00005969696,0.001463293,0.001108514,0.1427786],"genre_scores_gemma":[0.2189187,0.1859984,0.01093486,0.314971,0.08701774,0.0001111073,0.004020651,0.0009630343,0.1770646],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9909934,"threshold_uncertainty_score":0.1916736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243730718203364,"score_gpt":0.324722623956304,"score_spread":0.3003495521359676,"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."}}