{"id":"W2032005951","doi":"10.1561/2200000005","title":"A Survey of Statistical Network Models","year":2010,"lang":"en","type":"article","venue":"Foundations and Trends® in Machine Learning","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":853,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Statistical survey; Computer science; Statistics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004218758,0.001590056,0.002049088,0.004128357,0.0009082966,0.003136321,0.003388696,0.002260275,0.007162476],"category_scores_gemma":[0.01409647,0.0008494913,0.001725195,0.008455548,0.001523434,0.006440427,0.001535049,0.002844415,0.003268943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002232046,"about_ca_system_score_gemma":0.002384762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005216952,"about_ca_topic_score_gemma":0.003271412,"domain_scores_codex":[0.9975938,0.001043819,0.0001576012,0.0003834652,0.0007010201,0.0001202798],"domain_scores_gemma":[0.9921539,0.005810564,0.0003994753,0.0005991127,0.0008769552,0.0001598271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004213899,0.0001044002,0.003810985,0.001134984,0.0001800884,0.0002219723,0.0002056786,0.08963587,0.0003628608,0.6841204,0.04025774,0.1799229],"study_design_scores_gemma":[0.00001376233,0.00004701151,0.001116144,0.0003595233,0.00005698857,0.0004096467,0.00008522724,0.2421496,0.0001629876,0.6416895,0.1138566,0.00005305979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.006304086,0.1175962,0.8304817,0.01008878,0.001115313,0.0001446247,0.003349745,0.0008718786,0.03004772],"genre_scores_gemma":[0.2494059,0.4515632,0.2510453,0.00427914,0.008891169,0.001106597,0.008410886,0.0008678879,0.02443007],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.007162476,"threshold_uncertainty_score":0.02396089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02131490892849552,"score_gpt":0.3118738352057813,"score_spread":0.2905589262772857,"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."}}