{"id":"W3100324268","doi":"","title":"Access to Stellar Population Models in the Virtual Observatory","year":2012,"lang":"en","type":"article","venue":"","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Virtual observatory; Observatory; Computer science; Population; Simple (philosophy); Data access; Astrophysics; World Wide Web; Physics; Database; Operating system; Medicine","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":[0.001727284,0.0004745857,0.0005354204,0.0005259494,0.0004535809,0.001602511,0.001811909,0.0005664955,0.004066876],"category_scores_gemma":[0.004072458,0.0003674183,0.0004841231,0.0009235462,0.0004577739,0.002567784,0.002720051,0.0007654674,0.0008318293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009746806,"about_ca_system_score_gemma":0.0008478238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008171469,"about_ca_topic_score_gemma":0.005086696,"domain_scores_codex":[0.9994081,0.0002059249,0.0000359663,0.0001364573,0.0001312075,0.00008230507],"domain_scores_gemma":[0.9977326,0.0004564174,0.0001454975,0.001104589,0.0002299189,0.0003310106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006061283,0.0008124739,0.09846674,0.000227106,0.0004844829,0.001129998,0.001801657,0.7251661,0.02283611,0.03957012,0.02487454,0.07856948],"study_design_scores_gemma":[0.0002180303,0.00009960833,0.008096247,0.00001373877,0.00002849078,0.00004647182,0.0001080391,0.9599873,0.003940694,0.01430207,0.0131284,0.00003083989],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8457983,0.000198086,0.1048694,0.000630339,0.00007367192,0.0001387131,0.01025525,0.02203334,0.01600287],"genre_scores_gemma":[0.9723181,0.00005560511,0.01837803,0.00004146748,0.0000165811,0.00005923481,0.007565292,0.0004196117,0.001146103],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.008171469,"threshold_uncertainty_score":0.01624781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05798829673950842,"score_gpt":0.2618982501638547,"score_spread":0.2039099534243462,"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."}}