{"id":"W3016406885","doi":"10.21203/rs.3.rs-16701/v1","title":"A systematic review investigating the effectiveness of face mask use in limiting the spread of COVID-19 among medically not diagnosed individuals: shedding light on current recommendations provided to individuals not medically diagnosed with COVID-19","year":2020,"lang":"en","type":"review","venue":"Research Square","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Limiting; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Face masks; Medicine; Face (sociological concept); Current (fluid); Virology; Pathology; Outbreak; Physics; Engineering; Sociology","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","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03498193,0.0007212622,0.004212624,0.001144922,0.0005524049,0.0001678178,0.001023999,0.0003918645,0.00008054935],"category_scores_gemma":[0.3027492,0.0003822314,0.0006398436,0.004001308,0.0004959388,0.0002265414,0.0005246347,0.002939493,0.00002235885],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315015,"about_ca_system_score_gemma":0.00568454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005083249,"about_ca_topic_score_gemma":0.0003437436,"domain_scores_codex":[0.9722483,0.01890735,0.003131181,0.00103366,0.003873284,0.0008061961],"domain_scores_gemma":[0.9072937,0.08709296,0.002183903,0.001302776,0.0008189366,0.001307686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000135889,0.0004006362,0.005931737,0.9655747,0.0006441191,0.00009109968,0.003671883,0.0000590676,0.000005008555,0.0005630343,0.0006994893,0.0222233],"study_design_scores_gemma":[0.002243865,0.001128511,0.001866102,0.940671,0.002215415,0.00003329249,0.001081995,0.0002055803,0.00001787942,0.00002692842,0.05010008,0.0004093421],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001180987,0.8940595,0.004877777,0.02827973,0.0002698113,0.07026869,0.0007794118,0.0001938182,0.00009032479],"genre_scores_gemma":[0.04889018,0.931488,0.0001549505,0.003025618,0.0002437516,0.0153092,0.000717217,0.0001525318,0.00001855205],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2677673,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1359734771632917,"score_gpt":0.4516792741898766,"score_spread":0.3157057970265849,"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."}}