{"id":"W2581950455","doi":"10.3390/atoms5010006","title":"JJ2LSJ Transformation and Unique Labeling for Energy Levels","year":2017,"lang":"en","type":"article","venue":"Atoms","topic":"Atomic and Molecular Physics","field":"Physics and Astronomy","cited_by":109,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transformation (genetics); Basis (linear algebra); Computer science; Program transformation; Atom (system on chip); Energy (signal processing); State (computer science); Programming language; Algorithm; Theoretical computer science; Physics; Mathematics; Parallel computing; Quantum mechanics; Geometry; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004054037,0.00005920173,0.0000704989,0.000007086515,0.0002294971,0.00005042395,0.00007233091,0.00001858783,0.000007764724],"category_scores_gemma":[0.000001229479,0.00005633542,0.00003492427,0.000007277262,0.00002565073,0.0001382729,0.00001539648,0.00002707649,0.00000203259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000376483,"about_ca_system_score_gemma":0.00002010019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001031968,"about_ca_topic_score_gemma":0.000002977992,"domain_scores_codex":[0.9997202,0.000005119572,0.00006741084,0.00008009114,0.00003131225,0.00009585996],"domain_scores_gemma":[0.9997501,0.00001030345,0.00005042853,0.0001366834,0.00002254123,0.00002990788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004821314,0.00001183278,0.0009064307,0.000007445526,0.00003255818,1.362254e-7,0.0002887006,0.00000459783,0.002747007,0.799081,0.000124092,0.1967914],"study_design_scores_gemma":[0.003019937,0.00007082246,0.003172315,0.00005682131,0.0001012801,0.000001452281,0.0004423679,0.01736033,0.3348705,0.465803,0.1744638,0.0006374427],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2903059,0.000021568,0.7012608,0.0001900922,0.0000539331,0.00009642915,0.00002731462,0.00001188153,0.008032034],"genre_scores_gemma":[0.9986613,0.000002353468,0.0008614635,0.00006404478,0.0001044503,0.00002122856,0.00002076632,0.000009126855,0.0002552454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7083554,"threshold_uncertainty_score":0.2297291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01783031656387036,"score_gpt":0.2708953785743989,"score_spread":0.2530650620105286,"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."}}