{"id":"W6893906262","doi":"10.5281/zenodo.6989174","title":"Databases and web-based software tools for HR-pyPopStar models and MEGASTAR library","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Atlas (anatomy); Software; Galaxy; Spectral resolution; High resolution; Resolution (logic)","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":[0.002346556,0.002635214,0.001928447,0.003739879,0.000801752,0.003975252,0.00601699,0.001767901,0.08295834],"category_scores_gemma":[0.007598113,0.002012599,0.003107738,0.003554601,0.0006197069,0.004780578,0.004592379,0.003325553,0.07112686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009900201,"about_ca_system_score_gemma":0.001595831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004433346,"about_ca_topic_score_gemma":0.00315839,"domain_scores_codex":[0.998562,0.0001866876,0.0002782131,0.0004274777,0.0003908091,0.0001548515],"domain_scores_gemma":[0.9971673,0.001071986,0.0002077835,0.0008443283,0.0004456404,0.0002629742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001439449,0.0005150356,0.004251346,0.004149554,0.0006193573,0.0009178268,0.0006110941,0.01494354,0.006851364,0.01849838,0.800433,0.1467702],"study_design_scores_gemma":[0.000749119,0.0001302581,0.00392555,0.0005177829,0.0002012334,0.0006738548,0.0002011616,0.06560224,0.01770026,0.02908139,0.8808575,0.0003596987],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002407652,0.0004700242,0.2010292,0.0002806395,0.0001970544,0.0004396633,0.1570787,0.6274965,0.01060051],"genre_scores_gemma":[0.02274509,0.001011984,0.215101,0.000691577,0.000138178,0.002433949,0.5394539,0.2053284,0.0130958],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.08295834,"threshold_uncertainty_score":0.2775233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04587082445754598,"score_gpt":0.2477284797470121,"score_spread":0.2018576552894661,"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."}}