{"id":"W3158553911","doi":"10.1093/mnras/stab1144","title":"Color classification of Earth-like planets with machine learning","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Instituto Superior Técnico; Cornell University","keywords":"Planet; Exoplanet; Astrobiology; Physics; Terrestrial planet; Biota; Astronomy; Planetary habitability; Ecology; Biology","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":[0.0006200853,0.0003867014,0.0003085874,0.001863899,0.0001484358,0.0005631933,0.0004860218,0.000479361,0.001117425],"category_scores_gemma":[0.001578503,0.0000760966,0.000427465,0.0009654215,0.0001963211,0.0003769619,0.0003006459,0.000239397,0.0006247379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003154387,"about_ca_system_score_gemma":0.0001614334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019133,"about_ca_topic_score_gemma":0.001273425,"domain_scores_codex":[0.9996233,0.00009204262,0.00002550898,0.0001112294,0.00008762096,0.00006028967],"domain_scores_gemma":[0.9990605,0.0002819588,0.0001382188,0.0001594023,0.0003189708,0.00004099353],"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":[0.0008301085,0.0005729824,0.203169,0.0001487217,0.0002851424,0.0001548803,0.00009832966,0.137826,0.07007272,0.0008718802,0.003802205,0.5821681],"study_design_scores_gemma":[0.00001024366,0.00007093392,0.05678074,0.000008183741,0.00001893231,0.00006559577,0.00004486512,0.9246625,0.01698308,0.0006496837,0.0006947863,0.00001046589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177156,0.0002121216,0.07713414,0.00009419914,0.000047857,0.00002933013,0.0007056955,0.001813653,0.002247571],"genre_scores_gemma":[0.9746808,0.00002597853,0.02412715,0.00001764975,0.0000111572,0.00001105526,0.0006481779,0.00002196354,0.0004561047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002019133,"threshold_uncertainty_score":0.00401473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009765571364282353,"score_gpt":0.1972389702089293,"score_spread":0.1874733988446469,"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."}}