{"id":"W2592821160","doi":"10.1093/mnras/stx1036","title":"Polluting white dwarfs with perturbed exo-comets","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":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Physics; White dwarf; Planet; Planetesimal; Astrophysics; Astronomy; Brown dwarf; Debris disk; Planetary mass; Astrobiology; Planetary system; Stars","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":[0.0002893727,0.0008301661,0.000808208,0.0004979351,0.0005587033,0.001274879,0.001398765,0.001298415,0.002367741],"category_scores_gemma":[0.001582089,0.0002997283,0.0008332042,0.0002869714,0.0006581447,0.001365532,0.001556523,0.000348583,0.0005687664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008783475,"about_ca_system_score_gemma":0.0003546043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008371412,"about_ca_topic_score_gemma":0.003104141,"domain_scores_codex":[0.9998031,0.00003441939,0.00001100771,0.00005878525,0.0000370919,0.00005563903],"domain_scores_gemma":[0.9994227,0.00008637073,0.0001810072,0.00007832402,0.0000794038,0.0001523705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007820576,0.0003368223,0.1028517,0.0001664673,0.0003237723,0.006797784,0.0007530201,0.8132141,0.02657002,0.03730304,0.002115029,0.008786171],"study_design_scores_gemma":[0.0001772648,0.0002777798,0.01534538,0.00001111787,0.0001057181,0.0015747,0.0002562554,0.9623429,0.002703954,0.01444141,0.00272044,0.00004300646],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668546,0.0002504892,0.02447189,0.0005350063,0.00007725185,0.00006023786,0.0002985401,0.0002857339,0.007166336],"genre_scores_gemma":[0.9941279,0.00008696782,0.001059381,0.00005430885,0.00002778977,0.0000202655,0.0001310973,0.00001769246,0.004474784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008371412,"threshold_uncertainty_score":0.01664537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01011091720160614,"score_gpt":0.2094112867105246,"score_spread":0.1993003695089185,"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."}}