{"id":"W126880940","doi":"10.1142/9789812562494_0012","title":"DERANDOMIZATION: A BRIEF OVERVIEW","year":2004,"lang":"en","type":"article","venue":"WORLD SCIENTIFIC eBooks","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science","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":[0.004670348,0.001875677,0.002616983,0.003981572,0.001590519,0.004874301,0.002578822,0.002826923,0.008386625],"category_scores_gemma":[0.01081405,0.001496641,0.001932006,0.006632624,0.004120832,0.01140036,0.003663804,0.008233326,0.004511302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003946261,"about_ca_system_score_gemma":0.002161011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001381559,"about_ca_topic_score_gemma":0.0008764552,"domain_scores_codex":[0.9957365,0.001286805,0.0003224346,0.001029112,0.001235915,0.0003892298],"domain_scores_gemma":[0.9918267,0.006469936,0.0002794107,0.0006941609,0.0005610758,0.0001688767],"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":[0.0001659082,0.0001840579,0.001176535,0.003116642,0.00009623627,0.0002089869,0.0002513953,0.01375721,0.001224034,0.6434478,0.05157501,0.2847961],"study_design_scores_gemma":[0.00006092571,0.0002165888,0.001229868,0.0009964714,0.00009524165,0.001019425,0.0001203249,0.01488132,0.001291254,0.5377722,0.442229,0.00008724268],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00429348,0.6380177,0.2501952,0.01415024,0.003012113,0.0002526543,0.0004710006,0.0006041611,0.08900338],"genre_scores_gemma":[0.09078937,0.7774666,0.07272075,0.009974159,0.0196883,0.001084203,0.001642697,0.0007505881,0.02588337],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008386625,"threshold_uncertainty_score":0.02863222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608390684753471,"score_gpt":0.259866631705326,"score_spread":0.2237827248577913,"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."}}