{"id":"W2737047167","doi":"10.1088/1538-3873/aa7f6d","title":"ChromaStarDB: SQL Database-driven Spectrum Synthesis and More","year":2017,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of the Pacific","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Database; SQL; Byte; Opacity; Line (geometry); Computational science; Physics; Programming language; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004307714,0.002348211,0.001331487,0.002131901,0.0007507954,0.005702684,0.006022049,0.001331929,0.1127672],"category_scores_gemma":[0.01179162,0.001985478,0.001650485,0.001865178,0.0008710875,0.005952674,0.005939419,0.002927226,0.05513974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001807827,"about_ca_system_score_gemma":0.001784605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006861513,"about_ca_topic_score_gemma":0.004571928,"domain_scores_codex":[0.9970586,0.0003554306,0.000295605,0.0007440862,0.001243717,0.0003025775],"domain_scores_gemma":[0.9941735,0.001696221,0.0002465874,0.002086424,0.001268817,0.0005284012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003445932,0.000536168,0.005482391,0.001280431,0.0003590802,0.0006709858,0.0009585997,0.002956141,0.02957007,0.03183034,0.6870862,0.2358236],"study_design_scores_gemma":[0.001629306,0.0002220017,0.005629992,0.0003888026,0.000137992,0.0008672542,0.000453596,0.07968595,0.1163852,0.03540653,0.7587103,0.0004830639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002735259,0.0002101266,0.2004633,0.0003172238,0.0002409333,0.0004111133,0.01932285,0.7615951,0.01470404],"genre_scores_gemma":[0.09632716,0.0005798007,0.2569531,0.003025337,0.0003697282,0.001769074,0.1364253,0.4639568,0.04059369],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1127672,"threshold_uncertainty_score":0.3772441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580576921764188,"score_gpt":0.2302565785273134,"score_spread":0.2144508093096715,"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."}}