{"id":"W2107686563","doi":"10.1002/net.21549","title":"Cooperative covering problems on networks","year":2014,"lang":"en","type":"article","venue":"Networks","topic":"Facility Location and Emergency Management","field":"Business, Management and Accounting","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Heuristics; Mathematical optimization; Integer programming; Linear programming; SIGNAL (programming language); Facility location problem; Signal strength; Computer science; Piecewise; Set (abstract data type); Piecewise linear function; Point (geometry); Polynomial; Function (biology); Algorithm; Mathematics; Wireless sensor network","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":[0.0004259398,0.0001873288,0.0001658829,0.00008748082,0.0002343667,0.0002141823,0.000212438,0.00007623158,0.0005354562],"category_scores_gemma":[0.00005153606,0.0001713886,0.00005970732,0.000395793,0.00003445919,0.000374997,0.0001201627,0.0001940908,0.0006420908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002678008,"about_ca_system_score_gemma":0.000003262238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000228051,"about_ca_topic_score_gemma":0.000334577,"domain_scores_codex":[0.9988878,0.00001717511,0.0002466104,0.0003169542,0.0001891661,0.0003423012],"domain_scores_gemma":[0.9995034,0.00002491477,0.00005792185,0.0003004521,0.00009634953,0.00001699521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001584868,0.00004292454,0.0007799425,0.00002703179,0.00001572623,4.653079e-7,0.00001079937,0.9070673,0.000001292626,0.04811841,0.02483129,0.019089],"study_design_scores_gemma":[0.0002126049,0.00001321237,0.001978336,0.00003186316,0.00001098621,7.25417e-8,0.00001535168,0.6671963,5.307178e-7,0.0001323812,0.3302557,0.0001526036],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02437287,0.0001814538,0.6380955,0.002414993,0.004272704,0.00101912,7.589006e-7,0.0007404817,0.3289021],"genre_scores_gemma":[0.9892092,0.00003172072,0.00004175205,0.007165552,0.00203681,0.00004803406,0.00004761742,0.00002384522,0.00139548],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9648363,"threshold_uncertainty_score":0.8252992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631197117293037,"score_gpt":0.2025944505092472,"score_spread":0.1862824793363169,"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."}}