{"id":"W3004296203","doi":"","title":"Statistics, Formation and Stability of Exoplanetary Systems","year":2017,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Toronto","keywords":"Stability (learning theory); Statistics; Mathematics; Computer science; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001379206,0.0002060573,0.0003564417,0.001151055,0.0004062053,0.001000739,0.0005253975,0.0003532816,0.0008512934],"category_scores_gemma":[0.009577697,0.0002285973,0.0003679966,0.0006661329,0.0008144916,0.001207466,0.0006331031,0.0004591056,0.0001538693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006112375,"about_ca_system_score_gemma":0.0004042465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003170653,"about_ca_topic_score_gemma":0.001411996,"domain_scores_codex":[0.9995716,0.00007664579,0.00004550776,0.0001748402,0.00009105082,0.00004036801],"domain_scores_gemma":[0.9947496,0.002736563,0.001086643,0.000665827,0.0005530847,0.0002082547],"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":[0.0001380942,0.00004722358,0.4429633,0.00007572085,0.0001398165,0.0001703411,0.0003523616,0.5165488,0.004927617,0.01403517,0.001091371,0.01951006],"study_design_scores_gemma":[0.000009266733,0.00006426623,0.1130917,0.00001402461,0.00001912141,0.0001442138,0.0001648145,0.8731104,0.002681517,0.009735814,0.0009274784,0.00003742633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803568,0.0002278413,0.01785381,0.0001357127,0.000007439713,0.00001155653,0.0005277638,0.0001054256,0.0007737057],"genre_scores_gemma":[0.9959211,0.00008951316,0.002804302,0.00000801381,0.000007144589,0.00001486157,0.0008058486,0.00001819479,0.000331023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003170653,"threshold_uncertainty_score":0.007294059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005736627273792,"score_gpt":0.2843871690306837,"score_spread":0.2643298027579458,"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."}}