{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006084681,0.0008348587,0.0008913034,0.002481646,0.0006779908,0.003360302,0.001493672,0.00284652,0.005471137],"category_scores_gemma":[0.04345154,0.0006285327,0.0008758574,0.000977179,0.003009451,0.006914085,0.002545754,0.002258098,0.0009578573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001819697,"about_ca_system_score_gemma":0.001058883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092841,"about_ca_topic_score_gemma":0.000383142,"domain_scores_codex":[0.9961593,0.001612721,0.000232634,0.0009146533,0.0007079314,0.0003727517],"domain_scores_gemma":[0.9742069,0.01498537,0.005736976,0.002004441,0.001998779,0.001067544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002817011,0.0001935636,0.01883028,0.000486469,0.0002522894,0.0002239492,0.0007446536,0.08794504,0.01049493,0.8201317,0.003598373,0.05681705],"study_design_scores_gemma":[0.0000984846,0.0006301719,0.02261395,0.0002852539,0.0002102653,0.0008260277,0.0006074463,0.3430493,0.005181217,0.6137736,0.01253199,0.0001922107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4027259,0.002252717,0.5103592,0.008981854,0.0005561488,0.0003730825,0.0007985868,0.0004107416,0.07354188],"genre_scores_gemma":[0.9583371,0.001136955,0.03265145,0.0006268834,0.0003608584,0.0002302213,0.0001750429,0.00008211345,0.006399435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006084681,"threshold_uncertainty_score":0.03217924,"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."}}