{"id":"W3133702556","doi":"","title":"Shrinkage of Decision Lists and DNF Formulas.","year":2020,"lang":"en","type":"article","venue":"Electron. Colloquium Comput. Complex.","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics; Combinatorics; Shrinkage; Boolean function; Function (biology); Upper and lower bounds; Domain (mathematical analysis); Discrete mathematics; Statistics; Mathematical analysis","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":[0.006636877,0.001173094,0.001435981,0.001568518,0.000845809,0.001846475,0.002456948,0.001045752,0.006550163],"category_scores_gemma":[0.07707805,0.0009147435,0.001228919,0.001362959,0.00233104,0.007771835,0.003186478,0.003462339,0.001048477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002417501,"about_ca_system_score_gemma":0.001468689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001188749,"about_ca_topic_score_gemma":0.001749231,"domain_scores_codex":[0.9929641,0.002168069,0.0003372513,0.001254047,0.002395931,0.0008805702],"domain_scores_gemma":[0.8924109,0.08735384,0.005261369,0.008482576,0.004568822,0.001922361],"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":[0.001506934,0.0002863949,0.0117179,0.0007738085,0.0002475828,0.0006870152,0.000537851,0.2349387,0.0234289,0.5126075,0.01526478,0.1980026],"study_design_scores_gemma":[0.00007123362,0.0001840765,0.002184549,0.00006878844,0.00007544182,0.0004916109,0.00006903745,0.6377309,0.007829347,0.3469075,0.004336443,0.00005113039],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1443402,0.002020648,0.8307095,0.003062912,0.000255134,0.0001790785,0.001023155,0.001334795,0.01707453],"genre_scores_gemma":[0.8768156,0.001586593,0.108063,0.001188789,0.0006583608,0.000589251,0.001672407,0.0005740343,0.008851883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006636877,"threshold_uncertainty_score":0.03509957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224381898671626,"score_gpt":0.2499166309331024,"score_spread":0.2274784410659398,"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."}}