{"id":"W2009532016","doi":"10.1038/srep02171","title":"Global efficiency of local immunization on complex networks","year":2013,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Betweenness centrality; Complex network; Mesoscopic physics; Scale (ratio); Measure (data warehouse); Community structure; Complex system; Immunization","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":[0.003088119,0.0004062945,0.0008321072,0.001488858,0.0005225402,0.001657112,0.0007836665,0.0007499126,0.001905645],"category_scores_gemma":[0.02295661,0.0003127911,0.0004331101,0.0006206388,0.002201356,0.003110225,0.00146254,0.0006501637,0.0002348157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001358623,"about_ca_system_score_gemma":0.000464683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001393942,"about_ca_topic_score_gemma":0.00104984,"domain_scores_codex":[0.9989828,0.0005426728,0.00003305498,0.0001692595,0.0001365487,0.0001354873],"domain_scores_gemma":[0.983665,0.01231788,0.001734683,0.001401871,0.0004721846,0.0004082777],"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":[0.0001501735,0.00006502466,0.0122864,0.0001728648,0.0001437005,0.0002062483,0.0004379069,0.8087838,0.006245089,0.1522938,0.001025787,0.0181893],"study_design_scores_gemma":[0.0000181689,0.00007270326,0.003892513,0.00002688374,0.00003511524,0.0001130476,0.0001255307,0.9051607,0.002238487,0.08787844,0.0004187492,0.00001978379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7696466,0.0006377214,0.2144423,0.0009013706,0.00001701286,0.00006935521,0.000132201,0.0003148907,0.01383858],"genre_scores_gemma":[0.9954821,0.0001517408,0.003661037,0.00003482972,0.000009407688,0.00002474517,0.00002842022,0.00002595345,0.0005818854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003088119,"threshold_uncertainty_score":0.01633173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009212425791800403,"score_gpt":0.2496741017135235,"score_spread":0.2404616759217231,"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."}}