{"id":"W3167050147","doi":"10.1051/0004-6361/202140551","title":"The New Generation Planetary Population Synthesis (NGPPS)","year":2021,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Deutsche Forschungsgemeinschaft; Max-Planck-Gesellschaft; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Physics; Astrophysics; Astronomy; Population; Astrobiology; Medicine","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":[0.001519246,0.0006366707,0.0007544736,0.001243518,0.0004330437,0.0008516865,0.00102765,0.0006058767,0.00766697],"category_scores_gemma":[0.005864298,0.0004572911,0.001351038,0.00136914,0.0003033908,0.0008650235,0.001614425,0.001345206,0.002725211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004917165,"about_ca_system_score_gemma":0.0009882782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004840754,"about_ca_topic_score_gemma":0.007092267,"domain_scores_codex":[0.9993656,0.0002049628,0.00001942998,0.0002847568,0.00009583602,0.00002946932],"domain_scores_gemma":[0.9984857,0.000601554,0.0001680152,0.0005197634,0.0001345479,0.00009039312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004342719,0.0001756001,0.06301652,0.001231139,0.002088245,0.0004655449,0.0003843226,0.22595,0.005725991,0.05141219,0.1986021,0.4505141],"study_design_scores_gemma":[0.0002667671,0.000128935,0.02589684,0.0001377116,0.0002581076,0.0002031078,0.00007850822,0.6712655,0.002733956,0.09320986,0.205753,0.00006769606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05316888,0.003834342,0.7576098,0.001531159,0.001555541,0.0004633205,0.1495243,0.02122021,0.01109257],"genre_scores_gemma":[0.3380257,0.001465487,0.5136703,0.0007855751,0.0006915191,0.00180348,0.1330174,0.002796932,0.007743642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00766697,"threshold_uncertainty_score":0.02564859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00806811831690507,"score_gpt":0.1852373789513248,"score_spread":0.1771692606344197,"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."}}