{"id":"W3163863436","doi":"10.4102/jamba.v13i1.1013","title":"Simple rules and self-organisation: A complex systems’ perspective on South Africa’s COVID-19 response","year":2021,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Perspective (graphical); Disaster response; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Work (physics); Simple (philosophy); 2019-20 coronavirus outbreak; Environmental planning; Political science; Geography; Sociology; Environmental resource management; Emergency management; Computer science; Epistemology; Medicine; Engineering; Virology; Economics; Law; Outbreak","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"],"consensus_categories":[],"category_scores_codex":[0.001563433,0.0004700473,0.002863853,0.00062611,0.0004507844,0.0001507159,0.0001329904,0.0001795068,0.00007499449],"category_scores_gemma":[0.002473839,0.0002954002,0.0006436706,0.0003770882,0.0002354864,0.00009614193,0.0002206342,0.0009453999,0.00004487756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001477958,"about_ca_system_score_gemma":0.001114889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003110367,"about_ca_topic_score_gemma":0.000007780311,"domain_scores_codex":[0.9959328,0.001597625,0.001030308,0.0003966001,0.0007043098,0.0003384146],"domain_scores_gemma":[0.9957952,0.001525487,0.001034423,0.0003194555,0.0009083549,0.0004170311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006714892,0.005292032,0.003071702,0.1113953,0.07632834,0.008567319,0.4523322,0.00006096977,0.00001599047,0.003246219,0.1695173,0.1634578],"study_design_scores_gemma":[0.001277466,0.00173905,0.0002051411,0.005782203,0.003555951,0.001808242,0.08770972,0.000005468775,2.678267e-7,0.00007832079,0.8975669,0.0002712912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001813269,0.9959957,0.00006053344,0.0005078737,0.0002287534,0.0006977336,0.0002724444,0.00003011265,0.0003936051],"genre_scores_gemma":[0.005129396,0.9933218,0.0001325019,0.00008455799,0.0006950626,0.00003258407,0.00001278383,0.00005603198,0.0005353222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7280496,"threshold_uncertainty_score":0.9999498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1962195544429342,"score_gpt":0.4618420530201319,"score_spread":0.2656224985771977,"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."}}