{"id":"W1986410747","doi":"10.1145/1247069.1247098","title":"There are not too many magic configurations","year":2007,"lang":"en","type":"article","venue":"","topic":"Graph Labeling and Dimension Problems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; MAGIC (telescope); Physics; Astronomy","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":[0.0003107228,0.00007632731,0.00007395108,0.00007346395,0.0001064199,0.0001033349,0.0003258988,0.00003993684,0.000120012],"category_scores_gemma":[0.00001568822,0.0000587791,0.00003976436,0.0002487975,0.00002843578,0.000169622,0.00006004253,0.00007421656,0.000525116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000746768,"about_ca_system_score_gemma":0.00001802241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003696511,"about_ca_topic_score_gemma":0.00002583974,"domain_scores_codex":[0.999229,0.00001407435,0.0001637576,0.0002163627,0.0001707334,0.0002061166],"domain_scores_gemma":[0.9993238,0.0000585611,0.00004814624,0.0003928946,0.00009269952,0.00008389226],"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":[0.000001360337,0.00003506261,0.0003625816,0.000002473546,0.000004719735,0.00001663491,0.00009725126,0.00002241924,0.004976153,0.9830961,0.007382575,0.004002665],"study_design_scores_gemma":[0.002659818,0.0003592526,0.1324066,0.0001188562,0.0000328111,0.0001967758,0.001006037,0.06729271,0.1795872,0.4847345,0.1297733,0.001832137],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06743538,0.0001673096,0.7525907,0.007629834,0.0005275952,0.0001413482,0.000001462112,0.0005746566,0.1709318],"genre_scores_gemma":[0.9648073,0.000004206395,0.02407495,0.003332637,0.000007362855,0.000001443655,8.752101e-7,0.000004152936,0.007767024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8973719,"threshold_uncertainty_score":0.6749479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135952498607583,"score_gpt":0.2448249574890404,"score_spread":0.2234654325029646,"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."}}