{"id":"W4403142079","doi":"10.1016/b978-0-443-36386-3.00003-7","title":"System dynamics in a changing world","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Dynamics (music); Computer science; Sociology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003986265,0.0006147989,0.001399684,0.009028432,0.0001561168,0.000922557,0.001309523,0.0003226756,0.0004300473],"category_scores_gemma":[0.0001424028,0.0004727267,0.0006382797,0.00064953,0.00008802953,0.000085291,0.0009750975,0.0008572069,0.00523715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054036,"about_ca_system_score_gemma":0.0001433899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001933773,"about_ca_topic_score_gemma":0.00168439,"domain_scores_codex":[0.9932398,0.00007894945,0.002199172,0.00139498,0.00248886,0.0005982412],"domain_scores_gemma":[0.996242,0.001059032,0.000632651,0.001623452,0.000252164,0.000190688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005539607,0.000001300671,0.000008433091,0.00005750161,0.00001609005,0.0003023993,0.0001591337,0.000005601564,2.942298e-7,0.5469677,0.0003668132,0.4521092],"study_design_scores_gemma":[0.0001122385,0.00001250443,0.000003113332,0.003116733,0.00002412057,0.0000725592,0.0003714199,0.008982331,2.379185e-7,0.2358742,0.7510362,0.0003942751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001935518,0.004628085,0.0001287198,0.00005896879,0.003190799,0.000653217,0.00007247929,0.000177438,0.9910709],"genre_scores_gemma":[0.02877606,0.000002139108,0.0001791658,0.0000949289,0.0006348785,0.00003910041,0.000003168856,0.0001264969,0.9701441],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7506694,"threshold_uncertainty_score":0.9997724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0764197986511232,"score_gpt":0.3396514148826429,"score_spread":0.2632316162315197,"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."}}