{"id":"W2087815526","doi":"10.1088/1751-8113/42/37/375101","title":"Topological structure of dictionary graphs","year":2009,"lang":"en","type":"article","venue":"Journal of Physics A Mathematical and Theoretical","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Topology (electrical circuits); Mathematics; Combinatorics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005716431,0.0003507787,0.0004695891,0.003811315,0.0008352455,0.001328273,0.0009290233,0.0008425866,0.003229808],"category_scores_gemma":[0.009536933,0.0004489175,0.0005797305,0.002157233,0.001782476,0.003342124,0.001178249,0.0007340107,0.0005019961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009278462,"about_ca_system_score_gemma":0.0004892267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001629552,"about_ca_topic_score_gemma":0.001937587,"domain_scores_codex":[0.9994142,0.0001981614,0.00002937966,0.0001481869,0.0001301818,0.00007983859],"domain_scores_gemma":[0.9933127,0.003274926,0.001448757,0.0006961334,0.0008639094,0.0004035213],"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":[0.0001558768,0.00009021274,0.01203265,0.0004400673,0.00007840683,0.0005555369,0.001034248,0.1199611,0.01141943,0.8055854,0.003887312,0.04475981],"study_design_scores_gemma":[0.00003666154,0.0000890244,0.005412935,0.00004574317,0.0000405082,0.0005168408,0.0003757693,0.3015423,0.002810942,0.6820936,0.006995213,0.00004044262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5490596,0.0006002741,0.4360162,0.001253752,0.00003640001,0.0001280181,0.001369529,0.0006329507,0.01090321],"genre_scores_gemma":[0.9296486,0.0004948878,0.0646879,0.0001669256,0.00005795552,0.0001539033,0.002264585,0.0001421649,0.002383098],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003811315,"threshold_uncertainty_score":0.01080477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006976408313037564,"score_gpt":0.2321936159274707,"score_spread":0.2252172076144331,"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."}}