{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000140316,0.0002855024,0.0001947944,0.0008293869,0.0002226043,0.0006194451,0.0001934821,0.0003299623,0.001023774],"category_scores_gemma":[0.0007570047,0.0001493654,0.0001919021,0.0006354313,0.0001628769,0.0006390876,0.0007450552,0.0002492192,0.0004619065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001816783,"about_ca_system_score_gemma":0.0001341142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004793531,"about_ca_topic_score_gemma":0.008598113,"domain_scores_codex":[0.9998999,0.000009797984,0.000004201805,0.00004029248,0.00002205142,0.00002376968],"domain_scores_gemma":[0.9997823,0.00004004649,0.00004908101,0.00003981351,0.00004078585,0.00004800503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001541446,0.00002768062,0.9038477,0.0001133506,0.000123487,0.0005398863,0.0004435024,0.00271706,0.05176948,0.0007491248,0.001675003,0.03783955],"study_design_scores_gemma":[0.000006732803,0.00002317088,0.9758247,0.00002922506,0.00003820917,0.0002608621,0.0005252635,0.01206796,0.004219576,0.0007746203,0.006221068,0.000008588669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898857,0.0007472401,0.003823292,0.00008661711,0.00001877814,0.000008286746,0.001489971,0.0001943725,0.003745798],"genre_scores_gemma":[0.9952497,0.0001637951,0.002353866,0.00001829458,0.000009979331,0.000004021714,0.001759743,0.00003259246,0.0004080542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004793531,"threshold_uncertainty_score":0.00953126,"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."}}