{"id":"W4311891261","doi":"10.3847/1538-4357/ac9cdc","title":"Herschel Optimized Tau and Temperature (HOTT) Maps: Uncertainty Analysis and Robust Parameter Extraction","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"","keywords":"Physics; Black-body radiation; Spectral energy distribution; Astrophysics; Noise (video); Optics","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":[0.003583059,0.001143792,0.0006221478,0.002805905,0.000624434,0.002557651,0.001214768,0.0006609153,0.005110126],"category_scores_gemma":[0.01549216,0.0005777332,0.001190576,0.001861391,0.0004947725,0.001679298,0.002405327,0.001248067,0.001997771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007435774,"about_ca_system_score_gemma":0.0009524781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006307768,"about_ca_topic_score_gemma":0.00401244,"domain_scores_codex":[0.9987137,0.000327693,0.00006759889,0.0002623917,0.0005008486,0.000127715],"domain_scores_gemma":[0.9957367,0.001723638,0.0005617057,0.001203797,0.0006781276,0.00009596648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004170953,0.0001542726,0.0371718,0.0004462804,0.0007461675,0.0005080391,0.0004562514,0.5584374,0.0165739,0.04872034,0.02926145,0.307107],"study_design_scores_gemma":[0.00005339423,0.00005623368,0.02458484,0.00006891761,0.00007586383,0.0002323839,0.0001058234,0.8735548,0.02248974,0.05075077,0.02785064,0.0001765935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1127366,0.0006190241,0.8398069,0.0004374469,0.00007898679,0.0001514285,0.01963008,0.02066908,0.005870522],"genre_scores_gemma":[0.5132442,0.0002588171,0.4610629,0.0001379469,0.0001250138,0.0002449349,0.01870131,0.004449595,0.0017753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006307768,"threshold_uncertainty_score":0.01894927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009871150957615886,"score_gpt":0.2379864678034266,"score_spread":0.2281153168458107,"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."}}