{"id":"W3193936597","doi":"10.3197/jps.2020.5.1.15","title":"fractal biology of plague and the future of civilization","year":2020,"lang":"en","type":"article","venue":"The Journal of Population and Sustainability","topic":"Yersinia bacterium, plague, ectoparasites research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Population; Plague (disease); Outbreak; Pandemic; Biology; Population growth; Civilization; Homo sapiens; Ecology; Geography; Basic reproduction number; Infectious disease (medical specialty); Evolutionary biology; Demography; Coronavirus disease 2019 (COVID-19); Virology; Disease; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007089116,0.0001930187,0.0004294157,0.001211118,0.0009588028,0.002820567,0.0003175475,0.001116484,0.002603839],"category_scores_gemma":[0.002175497,0.0001874872,0.0002972565,0.0004266918,0.004571876,0.002908899,0.00116481,0.001159691,0.0003961779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391175,"about_ca_system_score_gemma":0.0004291436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043599,"about_ca_topic_score_gemma":0.0008518971,"domain_scores_codex":[0.9997253,0.00008545665,0.00001020855,0.0000522382,0.00007374238,0.00005300535],"domain_scores_gemma":[0.9987174,0.0004730462,0.0002054687,0.0001501865,0.0002083517,0.0002455627],"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":[0.00001509815,0.000008724066,0.001747705,0.00006361405,0.00001951256,0.00008515788,0.000734098,0.003853301,0.001092035,0.9707879,0.006593086,0.01499986],"study_design_scores_gemma":[0.000006613792,0.0000193952,0.004031732,0.000037612,0.000004445366,0.0001860691,0.0004328369,0.006301678,0.0001593886,0.9521706,0.03662587,0.00002372982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3968518,0.07996869,0.1049564,0.1197787,0.002816436,0.00008566923,0.0007948125,0.0006577753,0.2940896],"genre_scores_gemma":[0.979006,0.007746136,0.004776657,0.00106605,0.000759779,0.00004019027,0.00009982788,0.00003988367,0.006465544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002820567,"threshold_uncertainty_score":0.01009369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007219984978381633,"score_gpt":0.2826654014830678,"score_spread":0.2754454165046862,"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."}}