{"id":"W2605132714","doi":"","title":"Geometric Unique Set Cover on Unit Disks and Unit Squares.","year":2016,"lang":"en","type":"article","venue":"Canadian Conference on Computational Geometry","topic":"Computational Geometry and Mesh Generation","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Unit (ring theory); Cover (algebra); Set cover problem; Set (abstract data type); Computer science; Mathematics; Engineering; Programming language","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003972954,0.0003278641,0.0002599077,0.002493747,0.000376182,0.0003453092,0.0006540475,0.0001545722,0.0004320887],"category_scores_gemma":[0.0003049614,0.0002776334,0.00006771616,0.002478913,0.0001272284,0.0004874957,0.0001073386,0.0002366198,0.0006159574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233889,"about_ca_system_score_gemma":0.001326506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063839,"about_ca_topic_score_gemma":0.00118686,"domain_scores_codex":[0.997534,0.0001573811,0.0003561958,0.0007627724,0.0006478663,0.0005417615],"domain_scores_gemma":[0.9970563,0.001053684,0.0001366924,0.0004345655,0.0005299682,0.0007887806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002522531,0.00006386307,0.003158804,0.00001726641,0.0000515197,0.00005624042,0.0001289051,0.01847089,0.00005578716,0.8309563,0.004207767,0.1428075],"study_design_scores_gemma":[0.004290019,0.001872575,0.4275443,0.0005078836,0.00003857211,0.0001932886,0.0000897734,0.2198802,0.001093723,0.2027478,0.1391455,0.002596332],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2366324,0.0001193202,0.7365659,0.01208726,0.0007890305,0.0004759062,0.0003754738,0.00019461,0.01276],"genre_scores_gemma":[0.9915457,0.00003326597,0.003369522,0.002892998,0.0001261994,0.00002298323,0.000123247,0.00001962793,0.001866424],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7549133,"threshold_uncertainty_score":0.9999676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0533389688352964,"score_gpt":0.273573053030554,"score_spread":0.2202340841952576,"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."}}