{"id":"W2102047759","doi":"10.1145/2421119.2421136","title":"Computational geometry column 54","year":2012,"lang":"en","type":"article","venue":"ACM SIGACT News","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Column (typography); Spanning tree; Geometry; Plane (geometry); Combinatorics; Graph; Computer science; Line segment; Set (abstract data type); Mathematics; Connection (principal bundle)","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":[0.0003069135,0.0001307785,0.0001307824,0.0001901315,0.0001755418,0.0001463129,0.000707855,0.00006015558,0.0001235276],"category_scores_gemma":[0.0002340107,0.0001340743,0.00007267266,0.0007815755,0.0000230148,0.001067115,0.0003113649,0.0001150176,0.0005832323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005203365,"about_ca_system_score_gemma":0.00008833503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002673468,"about_ca_topic_score_gemma":0.000004021654,"domain_scores_codex":[0.9987137,0.00006776692,0.0002325161,0.0002491227,0.0003964647,0.0003404806],"domain_scores_gemma":[0.9987461,0.0003907092,0.00009051285,0.0004741315,0.0001049403,0.0001935972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002284087,0.0007946786,0.04730455,0.00003881897,0.0001268191,0.00001321391,0.002432282,0.04495408,0.002534475,0.2943591,0.1155944,0.4918247],"study_design_scores_gemma":[0.001836055,0.0002935246,0.3705725,0.00003109364,0.00003630585,0.0002173918,0.00009407303,0.1660564,0.005614698,0.07658845,0.3772944,0.001365079],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2315455,0.0004195478,0.761752,0.00197221,0.001289965,0.0001640695,0.000004253444,0.0002005248,0.002651926],"genre_scores_gemma":[0.8575789,0.000006684609,0.1395802,0.001718093,0.0005023242,0.0000122802,0.00003781057,0.000008053207,0.0005556801],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6260334,"threshold_uncertainty_score":0.7496465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655385791581369,"score_gpt":0.2750105416370427,"score_spread":0.248456683721229,"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."}}