{"id":"W2091551894","doi":"10.1007/s00373-010-0965-2","title":"Cleaning with Brooms","year":2010,"lang":"en","type":"article","venue":"Graphs and Combinatorics","topic":"Advanced Graph Theory Research","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Toronto Metropolitan University","funders":"","keywords":"Brush; Combinatorics; Broom; Graph; Mathematics; Computer science; Geography; Engineering","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":[0.001905281,0.00117741,0.001503635,0.0034191,0.00496698,0.005111985,0.002519408,0.003589962,0.07163704],"category_scores_gemma":[0.01686809,0.001327049,0.001980334,0.002321079,0.003285298,0.01116785,0.007485362,0.004233505,0.02127281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008659711,"about_ca_system_score_gemma":0.001210727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002209785,"about_ca_topic_score_gemma":0.002948615,"domain_scores_codex":[0.9966303,0.0007136046,0.0001712419,0.0009663415,0.0009181321,0.0006004284],"domain_scores_gemma":[0.9910682,0.001656722,0.0003057771,0.005542041,0.001063008,0.0003641844],"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":[0.0006614121,0.0002315786,0.002407976,0.0006225239,0.0002063169,0.0009903754,0.002096652,0.006761011,0.01125995,0.4571223,0.1599105,0.3577294],"study_design_scores_gemma":[0.00004625367,0.00009148389,0.001029178,0.0003090588,0.0001112102,0.0007829426,0.001662243,0.01696909,0.01215601,0.5530996,0.4136361,0.0001067264],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05483454,0.003130263,0.5990602,0.0123955,0.004876429,0.0006072142,0.002706986,0.0169233,0.3054656],"genre_scores_gemma":[0.3787227,0.001738572,0.3506456,0.005597803,0.000961536,0.0004430172,0.00516193,0.01010359,0.2466252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07163704,"threshold_uncertainty_score":0.2396498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007359817052971711,"score_gpt":0.2295834248796102,"score_spread":0.2222236078266385,"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."}}