{"id":"W3158560485","doi":"10.1016/j.cocis.2021.101462","title":"An opinion on the multiscale nature of Covid-19 type disease spread","year":2021,"lang":"en","type":"review","venue":"Current Opinion in Colloid & Interface Science","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of California, San Diego; Defence Research and Development Organisation; University of Toronto; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Disease; Medicine; Infectious disease (medical specialty); Outbreak; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001141342,0.0003190151,0.0008182468,0.0004656205,0.0001947692,0.00008043768,0.000512397,0.0001954196,0.0002280149],"category_scores_gemma":[0.002133362,0.0002086981,0.0002861432,0.001900733,0.0003908332,0.0001862369,0.0001374268,0.0009795451,0.00003838523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005179438,"about_ca_system_score_gemma":0.00285513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001442495,"about_ca_topic_score_gemma":0.000003005907,"domain_scores_codex":[0.9973088,0.0002931113,0.0006449729,0.0007368369,0.0007197394,0.0002965193],"domain_scores_gemma":[0.9977556,0.000311978,0.0004240854,0.0007814412,0.0003658049,0.0003610952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006881689,0.003267197,0.002145036,0.04735162,0.0001157211,0.000004496574,0.0007863384,0.0008567706,0.0001760682,0.01047593,0.01919815,0.9149345],"study_design_scores_gemma":[0.0003993541,0.0002461306,0.0002597013,0.02549246,0.00005325196,0.00001202785,0.00005026334,0.00139426,0.00002656717,0.00001903126,0.9718431,0.0002038871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007918041,0.9809418,0.0007279087,0.0003894308,0.01603766,0.001566931,0.00007887038,0.00003684415,0.0001413161],"genre_scores_gemma":[0.01781777,0.9812174,0.00002612191,0.0000736388,0.0004668073,0.0001049701,0.0001668983,0.00002195264,0.0001044317],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9526449,"threshold_uncertainty_score":0.8510463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1182785729822479,"score_gpt":0.4806172904127806,"score_spread":0.3623387174305326,"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."}}