{"id":"W4200113351","doi":"10.2196/32796","title":"Peer Review of “A Full-Scale Agent-Based Model to Hypothetically Explore the Impact of Lockdown, Social Distancing, and Vaccination During the COVID-19 Pandemic in Lombardy, Italy: Model Development”","year":2021,"lang":"en","type":"article","venue":"JMIRx Med","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"North American Construction Group (Canada)","funders":"","keywords":"Social distance; Coronavirus disease 2019 (COVID-19); Pandemic; Scale (ratio); 2019-20 coronavirus outbreak; Vaccination; Distancing; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Sociology; Psychology; Geography; Medicine; Outbreak; Cartography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.009992755,0.000414977,0.0009155819,0.001451443,0.002452271,0.003609594,0.002066066,0.002785577,0.1148024],"category_scores_gemma":[0.09108066,0.0003099018,0.0009119362,0.00127651,0.001478736,0.002891067,0.002062329,0.002242551,0.02332153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002054742,"about_ca_system_score_gemma":0.007708873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008968896,"about_ca_topic_score_gemma":0.008630499,"domain_scores_codex":[0.9939969,0.002775273,0.0002894112,0.0004902431,0.002146573,0.0003015724],"domain_scores_gemma":[0.9460249,0.01358144,0.001889774,0.004762735,0.0312076,0.002533542],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002465906,0.00008406146,0.002651298,0.000796103,0.0001029693,0.0006075436,0.0004768521,0.01215358,0.0006418836,0.05828058,0.8221277,0.1018308],"study_design_scores_gemma":[0.0002676356,0.0001457727,0.002923822,0.0006507201,0.00007494348,0.00026097,0.0007041309,0.03804643,0.001186696,0.0491422,0.9064973,0.00009928001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.040561,0.006472185,0.08633107,0.3369872,0.09082508,0.003167748,0.01094312,0.002814324,0.4218983],"genre_scores_gemma":[0.4873757,0.006680387,0.03252687,0.01152535,0.01314165,0.001372535,0.009475607,0.001664109,0.4362378],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9900072,"threshold_uncertainty_score":0.3840522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3147282548049058,"score_gpt":0.4550821297893534,"score_spread":0.1403538749844476,"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."}}