{"id":"W2045632401","doi":"10.1093/mnras/stx2836","title":"The Next Generation Transit Survey (NGTS)","year":2017,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":279,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Seventh Framework Programme; Université de Genève; University of Warwick; Qatar National Research Fund; National Research Foundation; Queen's University Belfast; Science and Technology Facilities Council; Queen's University; European Commission; University of Leicester","keywords":"Physics; Transit (satellite); Astronomy; Transport engineering; Public transport","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003951082,0.0001663406,0.000222042,0.00000273021,0.001421115,0.0002235714,0.0007141251,0.00004621748,0.00005575996],"category_scores_gemma":[0.00002731579,0.00009689052,0.0003510128,0.00001739988,0.0003470554,0.0001008433,0.0001599566,0.0001834357,0.0000152291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002440943,"about_ca_system_score_gemma":0.00003478853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003426392,"about_ca_topic_score_gemma":0.0004145116,"domain_scores_codex":[0.9990065,0.00009742839,0.0002514129,0.0002092692,0.0001627996,0.0002726412],"domain_scores_gemma":[0.9987235,0.0003054492,0.0002939257,0.0005781375,0.00005087214,0.00004811777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002429577,0.00003418443,0.9373059,0.00000319451,0.0002426897,1.350671e-8,0.0001902053,0.05482451,0.000004935024,0.0001018129,0.004084491,0.003183788],"study_design_scores_gemma":[0.0002970553,0.00001859268,0.883324,0.000005283999,0.00006994677,1.433673e-9,0.0001126815,0.1142005,0.0002284606,0.00002545322,0.001615103,0.0001029757],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916986,0.0001555649,0.00009791031,0.00114409,0.0006216216,0.000175683,0.00004913135,0.000007303726,0.006050152],"genre_scores_gemma":[0.9984419,6.028578e-7,0.0003076383,0.00002271922,0.000617496,0.000007896963,0.00002626964,0.00001088594,0.0005645755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05937595,"threshold_uncertainty_score":0.9998789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03290620976480903,"score_gpt":0.2327073500160919,"score_spread":0.1998011402512829,"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."}}