{"id":"W2079362558","doi":"10.1093/mnras/stu1864","title":"An unbiased study of debris discs around A-type stars with Herschel","year":2014,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Herzberg Institute of Astrophysics","funders":"Science and Technology Facilities Council","keywords":"Debris; Physics; Stars; Astrophysics; Metallicity; Main sequence; Debris disk; Astronomy; Planetary system","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":[0.0007706412,0.0001824793,0.0002317907,0.001701334,0.0004175287,0.0005293937,0.0002887438,0.0002700113,0.001537574],"category_scores_gemma":[0.001471855,0.0001854686,0.0002016969,0.001135749,0.0002390629,0.0004580517,0.0006001287,0.0001721802,0.00142144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003519892,"about_ca_system_score_gemma":0.0002429503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004056445,"about_ca_topic_score_gemma":0.01092176,"domain_scores_codex":[0.9993784,0.0001007003,0.00003271569,0.000176578,0.0002157432,0.0000956934],"domain_scores_gemma":[0.9978265,0.0002583331,0.0008827606,0.0004852929,0.0003205609,0.0002265149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008213489,0.00003334653,0.9673058,0.00003647238,0.00007148195,0.0001741431,0.000190285,0.0004874169,0.01451225,0.000237716,0.0008060858,0.01606291],"study_design_scores_gemma":[0.00000379052,0.00003219346,0.9953285,0.000004906242,0.000009935695,0.0001738731,0.00003897978,0.0004576679,0.001087681,0.00005876107,0.002798004,0.00000554896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921749,0.0004537876,0.001034776,0.00002878556,0.000005755191,0.00002059771,0.003228455,0.00006571973,0.002987026],"genre_scores_gemma":[0.9907196,0.0002501053,0.00196243,0.00004683738,0.00002900861,0.00001893419,0.005238704,0.0000215766,0.001712897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004056445,"threshold_uncertainty_score":0.008065701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009635690383497332,"score_gpt":0.2149972661788205,"score_spread":0.2053615757953232,"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."}}