{"id":"W3107590503","doi":"10.3847/1538-4365/abef67","title":"Stellar Population Inference with Prospector","year":2021,"lang":"en","type":"article","venue":"The Astrophysical Journal Supplement Series","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":637,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"","keywords":"Photometry (optics); Inference; Stellar population; Population; Monte Carlo method; Galaxy; Sampling (signal processing)","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":[0.003610465,0.0008336695,0.0008224487,0.001993433,0.0006027791,0.001524373,0.002809774,0.0008952952,0.008912812],"category_scores_gemma":[0.01404043,0.000889642,0.001435215,0.00147937,0.001072494,0.002095143,0.002128192,0.00165302,0.00241737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008887058,"about_ca_system_score_gemma":0.00165702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007958519,"about_ca_topic_score_gemma":0.008817183,"domain_scores_codex":[0.9988502,0.0005197826,0.00006052014,0.0002440963,0.0002555255,0.00006988636],"domain_scores_gemma":[0.9940562,0.004211111,0.000304575,0.0008414777,0.00041481,0.0001718476],"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":[0.0007763729,0.0001193312,0.02540907,0.0002690749,0.0003169522,0.0002960945,0.0002288931,0.7906685,0.001296388,0.03515474,0.02506072,0.1204038],"study_design_scores_gemma":[0.00003447214,0.000009967252,0.0004160705,0.000009389809,0.000005447958,0.00003057292,0.00001117614,0.9816279,0.0006110984,0.01538274,0.001851353,0.000009870098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05668467,0.000291094,0.8805681,0.000500035,0.00008102129,0.0001306648,0.006531091,0.05087307,0.004340247],"genre_scores_gemma":[0.4397057,0.0001558933,0.5429299,0.00027432,0.00008713673,0.0002735296,0.01108388,0.002622643,0.002866958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008912812,"threshold_uncertainty_score":0.02981627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006797568892392336,"score_gpt":0.218609553651381,"score_spread":0.2118119847589887,"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."}}