{"id":"W3206222850","doi":"10.3390/covid1020041","title":"Barrier Gesture Relaxation during Vaccination Campaign in France: Modelling Impact of Waning Immunity","year":2021,"lang":"en","type":"article","venue":"COVID","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Vaccination; Gesture; Government (linguistics); Immunity; Distancing; Psychological intervention; Social distance; Public health; Transmissibility (structural dynamics); Medicine; Immunology; Environmental health; Coronavirus disease 2019 (COVID-19); Computer science; Disease; Immune system; Nursing; Artificial intelligence; Pathology; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008412553,0.0001390019,0.0003754413,0.00007164352,0.0001336689,0.00001108824,0.0001105377,0.0001337501,0.0001812948],"category_scores_gemma":[0.008802263,0.0001165107,0.0001358922,0.0003458344,0.00001791747,0.0001219491,0.0001185217,0.0003080988,0.000003368412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003632311,"about_ca_system_score_gemma":0.00009996723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003256767,"about_ca_topic_score_gemma":0.00006024276,"domain_scores_codex":[0.9986764,0.000275391,0.0004465494,0.000224928,0.0001620582,0.0002147051],"domain_scores_gemma":[0.9976714,0.001597601,0.0002383182,0.000284402,0.000159843,0.00004842272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006690999,0.0002038298,0.7383946,0.0007539293,0.0001130621,0.00003349433,0.007886859,0.2353111,0.01364621,0.002677443,0.0001541272,0.0007584973],"study_design_scores_gemma":[0.0009070064,0.00005887231,0.8626066,0.0002099223,0.00003360814,0.000004855439,0.0004688316,0.0340023,0.003448703,0.09793217,0.00006783992,0.0002593003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599663,0.0006923406,0.03865455,0.0001500104,0.00004494735,0.0001543729,0.000007655941,0.00005116304,0.0002786769],"genre_scores_gemma":[0.9961106,0.0001487726,0.00351488,0.00006224817,0.00004039592,0.00001627818,0.000007582376,0.00001368927,0.00008552137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2013088,"threshold_uncertainty_score":0.999547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1427213346208842,"score_gpt":0.4095356719594484,"score_spread":0.2668143373385642,"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."}}