{"id":"W2021616776","doi":"10.1103/physreve.76.046112","title":"Link and subgraph likelihoods in random undirected networks with fixed and partially fixed degree sequences","year":2007,"lang":"en","type":"article","venue":"Physical Review E","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Degree (music); Mathematics; Function (biology); Combinatorics; Sequence (biology); Node (physics); Triangle inequality; Limit (mathematics); Partition function (quantum field theory); Discrete mathematics; Physics","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":[0.0004385734,0.0002362379,0.0006712229,0.00005589736,0.00007047017,0.00004527916,0.0001240896,0.00002575695,0.000028564],"category_scores_gemma":[0.00001510289,0.0001735274,0.0001083554,0.0006335576,0.0001320863,0.0001002648,0.00006687857,0.000252363,0.000001908519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001103738,"about_ca_system_score_gemma":0.00002591984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001895267,"about_ca_topic_score_gemma":0.0003015289,"domain_scores_codex":[0.9986742,0.0001280712,0.0003381673,0.0003577277,0.0001585305,0.0003432964],"domain_scores_gemma":[0.9990678,0.0003629625,0.0001426695,0.0002340449,0.00005658487,0.0001359776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000182173,0.0002391103,0.2009037,0.0002672062,0.0002522526,0.00001525678,0.0001338246,0.00007309449,0.0004539371,0.008225391,0.0005370133,0.788717],"study_design_scores_gemma":[0.01526264,0.001826045,0.7204753,0.02220518,0.004067576,0.00002768188,0.0002233031,0.08053543,0.00436653,0.0929279,0.05227041,0.005812069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8584971,0.05235735,0.08074527,0.0008030656,0.00004679607,0.001806428,0.000008864552,0.0002381571,0.005496942],"genre_scores_gemma":[0.9946139,0.00358913,0.001233752,0.0001488898,0.0003085172,0.00005387259,0.00002392848,0.00001763621,0.00001035687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.782905,"threshold_uncertainty_score":0.7076244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01616404844447867,"score_gpt":0.2934568299473339,"score_spread":0.2772927815028552,"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."}}