{"id":"W3215161496","doi":"","title":"Inferring shallow surfaces on sub-neptune exoplanets with JWST","year":2021,"lang":"en","type":"article","venue":"Oxford University Research Archive (ORA) (University of Oxford)","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Exoplanet; James Webb Space Telescope; Planet; Astrobiology; Neptune; Physics; Astrophysics; Galaxy","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003516661,0.0002312283,0.0003390305,0.0003822034,0.0009613073,0.00004934438,0.000924085,0.00005910165,0.001169158],"category_scores_gemma":[0.00001110143,0.000265128,0.0001331376,0.0008555342,0.0007458057,0.0005814274,0.0005250117,0.0006912524,0.00004173902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006783856,"about_ca_system_score_gemma":0.0005037433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001526664,"about_ca_topic_score_gemma":0.002567451,"domain_scores_codex":[0.9974505,0.000317488,0.0001055833,0.000614939,0.0007619964,0.0007494632],"domain_scores_gemma":[0.9983231,0.0004058612,0.0001131721,0.0004987564,0.000268628,0.0003904625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001825676,0.0006546853,0.9244561,0.0001049005,0.0004873272,0.001751043,0.003519478,0.006185947,0.006258703,0.03101249,0.003725819,0.02001784],"study_design_scores_gemma":[0.003819533,0.001583299,0.5709634,0.0003459993,0.0001014508,0.00002356567,0.0501419,0.005837095,0.001241155,0.001110859,0.3638629,0.0009688251],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8754044,0.00001458527,0.005795251,0.0003803208,0.00003902658,0.0002124714,0.0005318254,0.00003490357,0.1175872],"genre_scores_gemma":[0.9899739,0.0001149717,0.004163268,0.00001245126,0.00003895268,7.377492e-8,0.0004795078,0.00001245084,0.005204414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3601371,"threshold_uncertainty_score":0.9999801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02228435597291923,"score_gpt":0.2263346847967377,"score_spread":0.2040503288238185,"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."}}