{"id":"W4210291257","doi":"10.32920/19071809.v1","title":"Iterated Models for Social Networks","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Toronto Metropolitan University","funders":"","keywords":"Iterated function; Mathematics; Cardinality (data modeling); Combinatorics; Graph; Discrete mathematics; Transitive relation; Computer science","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":[0.00201544,0.001238247,0.0009768636,0.002288919,0.001338932,0.003146875,0.002106573,0.002083152,0.009388641],"category_scores_gemma":[0.008994877,0.0005599132,0.001815621,0.00155308,0.003322966,0.007044781,0.002713616,0.003224914,0.001114784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003616006,"about_ca_system_score_gemma":0.00103866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003941406,"about_ca_topic_score_gemma":0.003216666,"domain_scores_codex":[0.9981401,0.0007894024,0.00007577345,0.0003886329,0.0004277429,0.0001782726],"domain_scores_gemma":[0.9937062,0.003871285,0.0008396393,0.000662756,0.0004836636,0.0004364853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003664768,0.000006920356,0.0001176379,0.000019338,0.000009269577,0.00003977653,0.0001149691,0.009575877,0.0001298805,0.9882112,0.00063332,0.001138032],"study_design_scores_gemma":[0.000006177562,0.000007238975,0.00007185502,0.00001229647,0.000005874546,0.00003095753,0.00003248002,0.1095339,0.00005748901,0.887392,0.002842144,0.000007579917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03512694,0.001744786,0.9125284,0.003779798,0.0001793215,0.000141875,0.0005920239,0.0004008727,0.04550601],"genre_scores_gemma":[0.8513352,0.002834814,0.1097456,0.0009989184,0.0007080366,0.0009087825,0.0008390332,0.0002674917,0.03236198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009388641,"threshold_uncertainty_score":0.03140819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04174877815839793,"score_gpt":0.3142260809157091,"score_spread":0.2724773027573111,"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."}}