{"id":"W3091257554","doi":"10.1093/mnras/staa3179","title":"Eigenspectra: a framework for identifying spectra from 3D eclipse mapping","year":2020,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal","funders":"Goddard Space Flight Center; National Aeronautics and Space Administration","keywords":"Physics; Eclipse; Spectral line; Astronomy; Astrophysics","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":[0.004408648,0.001737371,0.001081655,0.007781081,0.001426451,0.004387543,0.003378219,0.001560732,0.005395721],"category_scores_gemma":[0.01158656,0.001468273,0.003115925,0.004306267,0.002372775,0.003654374,0.005732428,0.003249786,0.002248048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001038323,"about_ca_system_score_gemma":0.001703264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00858909,"about_ca_topic_score_gemma":0.0109781,"domain_scores_codex":[0.9979213,0.0007857766,0.000118241,0.0004631344,0.0005726435,0.0001388646],"domain_scores_gemma":[0.9943975,0.002775908,0.0006323411,0.001056979,0.0007988809,0.0003384606],"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":[0.0002607425,0.0003109404,0.007926975,0.0004307499,0.000423965,0.0008556234,0.001463523,0.2745607,0.01196936,0.3064341,0.01598938,0.3793739],"study_design_scores_gemma":[0.00001541053,0.00002399474,0.0009063149,0.00004265073,0.00001892909,0.0001157467,0.0001516769,0.8517007,0.001270709,0.1367336,0.00896905,0.00005121031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001039803,0.00005867973,0.9970487,0.0000384436,0.00000831433,0.00002133348,0.0002024925,0.001286408,0.0002957839],"genre_scores_gemma":[0.04661004,0.0002070201,0.9499267,0.00006720755,0.00006216049,0.0002089034,0.001220494,0.0009038294,0.0007936366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00858909,"threshold_uncertainty_score":0.02331543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477560636198164,"score_gpt":0.2334377144321423,"score_spread":0.2086621080701607,"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."}}