{"id":"W34302303","doi":"10.1007/978-3-642-39149-1_1","title":"Introducing Theories and Simulations of Complex Social Systems","year":2013,"lang":"en","type":"book-chapter","venue":"Intelligent systems reference library","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Complex system; Complex network; Computer science; Social system; Distribution (mathematics); Data science; Distributed computing; Management science; Engineering; Artificial intelligence; Mathematics; 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":[],"consensus_categories":[],"category_scores_codex":[0.001053709,0.001153753,0.0006823712,0.001189775,0.0006850087,0.003389959,0.00205627,0.001733809,0.01452244],"category_scores_gemma":[0.00379281,0.0006569345,0.0007610809,0.001830906,0.003558001,0.004502499,0.001459142,0.00390471,0.002976859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549283,"about_ca_system_score_gemma":0.001860694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003305227,"about_ca_topic_score_gemma":0.004072649,"domain_scores_codex":[0.9994504,0.0002405962,0.00002687276,0.00005978426,0.0001919214,0.00003035963],"domain_scores_gemma":[0.998296,0.001381831,0.00005164845,0.0001119502,0.0001092128,0.00004939303],"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":[0.000001734973,0.00001053347,0.00004191303,0.00009267931,0.000005766761,0.00001443437,0.000135395,0.006843662,0.00007028597,0.9677374,0.008362474,0.01668384],"study_design_scores_gemma":[0.000002977419,0.000003818986,0.00002828409,0.00008522528,0.000003148328,0.00001942202,0.00004786248,0.01099422,0.00007130386,0.9087175,0.08002022,0.000006112559],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003262638,0.03335619,0.6053405,0.01134909,0.001823757,0.0001184831,0.0004326286,0.001132639,0.3431841],"genre_scores_gemma":[0.1827785,0.07905689,0.496893,0.003330794,0.002917939,0.001022474,0.001279811,0.0008895911,0.231831],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01452244,"threshold_uncertainty_score":0.04858238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2156876785108538,"score_gpt":0.36300047489898,"score_spread":0.1473127963881262,"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."}}