{"id":"W2077373666","doi":"10.1145/2661829.2661979","title":"Within-Network Classification Using Radius-Constrained Neighborhood Patterns","year":2014,"lang":"en","type":"article","venue":"","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Renmin University of China; Ministry of Science and Technology of the People's Republic of China; British Columbia Innovation Council","keywords":"Homophily; Vertex (graph theory); Computer science; Network structure; Artificial intelligence; Theoretical computer science; Graph; Combinatorics; Mathematics","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":[0.000997494,0.0006069416,0.001189865,0.004264161,0.000890561,0.001616961,0.001634618,0.001484298,0.001874219],"category_scores_gemma":[0.005035263,0.0003288738,0.0008721718,0.003306383,0.0006996089,0.002164342,0.001287036,0.000849656,0.0009929186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009000757,"about_ca_system_score_gemma":0.0007203158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007337028,"about_ca_topic_score_gemma":0.008031007,"domain_scores_codex":[0.9986126,0.0002615091,0.0001005658,0.0005422151,0.000329454,0.0001536818],"domain_scores_gemma":[0.9974281,0.0009629805,0.000469597,0.0005015215,0.0004831941,0.0001545557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008163077,0.0004600723,0.04150792,0.0003960092,0.0003645293,0.0007205519,0.0005305072,0.2581256,0.01350099,0.03434394,0.01488316,0.6343504],"study_design_scores_gemma":[0.00001511108,0.00003123246,0.002282026,0.0000217505,0.00003156703,0.000162601,0.0000898247,0.9781349,0.001536038,0.01571624,0.001964614,0.00001405615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1824441,0.001336578,0.8060728,0.0005331604,0.0001089921,0.0002701856,0.001537458,0.001810067,0.005886649],"genre_scores_gemma":[0.8291188,0.0004965256,0.1640337,0.0001299527,0.0001359215,0.0001929009,0.002530556,0.000164658,0.003196955],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007337028,"threshold_uncertainty_score":0.01458865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673448020228989,"score_gpt":0.2715447002326011,"score_spread":0.2548102200303112,"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."}}