{"id":"W4247539686","doi":"10.32920/ryerson.14655462.v1","title":"Models And Mining Of On-Line Social Networks","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Logarithm; Dimension (graph theory); Property (philosophy); Degree distribution; Line (geometry); Computer science; Power law; Distribution (mathematics); Power (physics); Degree (music); Spectral power distribution; Feature (linguistics); Statistical physics; Complex network; Mathematics; Physics; Combinatorics; Statistics; Mathematical analysis; World Wide Web; Optics; Geometry","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":[0.0001155068,0.000188081,0.0004805529,0.00005607947,0.00005156889,0.00005486819,0.0001428285,0.00009876765,0.0002959653],"category_scores_gemma":[7.913827e-7,0.0001857815,0.0002135883,0.00008482807,0.00004051403,0.00002592278,0.0006600625,0.0003092381,1.711641e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000994243,"about_ca_system_score_gemma":0.00003792907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002199337,"about_ca_topic_score_gemma":0.00001461411,"domain_scores_codex":[0.9990743,0.00004369834,0.0002935535,0.0003230734,0.0001178511,0.0001474729],"domain_scores_gemma":[0.999378,0.00005636775,0.0001883766,0.0002587534,0.00008534691,0.00003313448],"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":[0.00001719266,0.000207749,0.00343032,0.00004468603,0.0008206116,0.000001729772,0.0005900077,0.8140936,0.00001358905,0.07640552,0.005497172,0.09887778],"study_design_scores_gemma":[0.0001025422,0.00001720016,0.0001443493,0.000100332,0.0001125682,7.425766e-8,0.0002260339,0.9751963,0.0001434806,0.02367035,0.00006855079,0.0002181964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1562761,0.0001668231,0.8101038,0.0000902086,0.0000569269,0.0001285832,0.00001128302,0.00005409658,0.03311222],"genre_scores_gemma":[0.9909425,0.00001560744,0.007969947,0.00003247404,0.0006006251,0.00002012999,0.0001593703,0.00001850891,0.0002407895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8346664,"threshold_uncertainty_score":0.7575949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05303127236350695,"score_gpt":0.3120902764438778,"score_spread":0.2590590040803708,"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."}}