{"id":"W4285386399","doi":"10.21203/rs.3.rs-1788306/v1","title":"Utility of eConsults for COVID-19 Vaccine-Related Concerns in Ontario: A Cross-Sectional Review","year":2022,"lang":"en","type":"review","venue":"Research Square","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto; University of Ottawa; Western University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Cross-sectional study; Virology; Medicine; Environmental health; Outbreak; Infectious disease (medical specialty); Disease; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00818834,0.000335098,0.001865343,0.001205339,0.0003786198,0.00009243956,0.0007938035,0.0005376068,0.008644081],"category_scores_gemma":[0.005558478,0.0002964716,0.0005748467,0.002022714,0.0001244004,0.0002290745,0.0006369756,0.001894116,0.00009225862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107815,"about_ca_system_score_gemma":0.003921886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2812636,"about_ca_topic_score_gemma":0.2821346,"domain_scores_codex":[0.9954041,0.0003366568,0.001871695,0.0008510578,0.0007712176,0.0007653135],"domain_scores_gemma":[0.9966224,0.001186203,0.0007810721,0.0007462148,0.0006035707,0.00006051446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004601961,0.0001516603,0.06784368,0.6587325,0.0001078117,0.0000475869,0.00002135172,6.584943e-7,1.386075e-8,0.01075949,0.01149136,0.2507979],"study_design_scores_gemma":[0.0005893924,0.00003997578,0.004327805,0.0146506,0.00003904655,0.00001346322,0.00003022945,0.00001766515,6.572277e-9,0.0008033341,0.9792689,0.000219566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000181751,0.9889715,0.000004575306,0.0003660234,0.0003736341,0.00678417,0.0002383683,0.00009480598,0.0029852],"genre_scores_gemma":[0.001241022,0.9941306,0.000007502874,0.0001712632,0.000198139,0.002221855,0.0009657578,0.00005808699,0.001005821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9677776,"threshold_uncertainty_score":0.9999487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3528543795030239,"score_gpt":0.511039394006587,"score_spread":0.1581850145035631,"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."}}