{"id":"W3139253153","doi":"10.1098/rspb.2020.1556","title":"Speed and strength of an epidemic intervention","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Biology; Environmental science; Geography","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":[0.002423842,0.0001204284,0.0003827015,0.000007609726,0.0002190677,0.00001891425,0.0004215229,0.0001205507,0.00005592738],"category_scores_gemma":[0.008331683,0.00005808771,0.0002879723,0.0003249741,0.001372794,0.00007264188,0.000633691,0.00013848,3.947818e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002520048,"about_ca_system_score_gemma":0.00001427504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006242639,"about_ca_topic_score_gemma":0.000002686305,"domain_scores_codex":[0.9987202,0.00005440015,0.0004260538,0.0003549831,0.0002184171,0.0002259541],"domain_scores_gemma":[0.9982138,0.001120956,0.0003835541,0.00006341984,0.0001650256,0.00005319934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002508457,0.0005039668,0.8882291,0.000348091,0.00008970121,2.006003e-7,0.0007620487,0.00000855934,0.0219778,0.07993984,0.001760466,0.00635513],"study_design_scores_gemma":[0.0004184109,0.0008408458,0.3524843,0.0002331432,0.0000668432,0.00000347531,0.005673729,0.007222451,0.02742258,0.6051422,0.0002184338,0.0002735607],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974394,0.0003297674,0.00003714219,0.00113038,0.00004320372,0.0001175166,0.000006008555,0.00003054986,0.0008660476],"genre_scores_gemma":[0.9893615,0.0001170104,0.01021536,0.0001843367,0.00003641967,0.000003498998,3.395834e-7,0.000002263731,0.00007929197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5357448,"threshold_uncertainty_score":0.9974404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2017671145016663,"score_gpt":0.4059664247776195,"score_spread":0.2041993102759531,"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."}}