{"id":"W4383268177","doi":"10.1007/978-3-031-33617-1_1","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in computer science","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Toronto Metropolitan University; McGill University; Dalhousie University","funders":"","keywords":"Scope (computer science); Data science; Social media; Generative grammar; Dynamics (music); Computer science; Sociology; Artificial intelligence; World Wide Web","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007967284,0.0009527318,0.0005752087,0.00178972,0.001421185,0.004598425,0.001717794,0.001730033,0.6487907],"category_scores_gemma":[0.003193193,0.0003166587,0.0005703364,0.001702274,0.0005775388,0.003159629,0.002815371,0.001807494,0.5543524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251335,"about_ca_system_score_gemma":0.002020097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002181026,"about_ca_topic_score_gemma":0.00319764,"domain_scores_codex":[0.9992145,0.00008355598,0.00002724696,0.0001612579,0.0004265614,0.00008682648],"domain_scores_gemma":[0.9988163,0.0001707923,0.00004146111,0.0001781972,0.0005410079,0.0002523579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002327917,0.00002948937,0.00009360743,0.0001400132,0.000002227592,0.00004161144,0.00009696305,0.0001014668,0.0002965775,0.03042437,0.8194753,0.1492751],"study_design_scores_gemma":[0.000001455537,0.000004765771,0.00005264009,0.00004596204,7.748092e-7,0.00002404914,0.00002645028,0.00001860521,0.00005400046,0.0032115,0.9965577,0.000002104144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003857335,0.002457097,0.006054166,0.003654235,0.007127927,0.0001530695,0.003032597,0.00118808,0.975947],"genre_scores_gemma":[0.001324408,0.001550426,0.001861456,0.001428439,0.001032977,0.00009652939,0.002201022,0.0003572679,0.9901475],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3512093,"threshold_uncertainty_score":0.5009574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556782979359114,"score_gpt":0.2494172566102991,"score_spread":0.233849426816708,"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."}}