{"id":"W6925127632","doi":"10.17605/osf.io/5kceh","title":"Influenza and COVID-19 vaccine hesitancy among healthcare providers: A scoping review","year":2021,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Thermal Expansion and Ionic Conductivity","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Pandemic; Protocol (science); MEDLINE; Influenza vaccine; Public health; Vaccination","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002577058,0.000375498,0.0009206939,0.0001749386,0.0006233262,0.001055951,0.002254504,0.0003073877,0.02643683],"category_scores_gemma":[0.004067346,0.0003160731,0.0000637342,0.001328745,0.00061939,0.0007403846,0.001955224,0.0004890383,0.0001271147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001950885,"about_ca_system_score_gemma":0.003925111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002718047,"about_ca_topic_score_gemma":0.001839321,"domain_scores_codex":[0.9962792,0.0003166701,0.0004998957,0.001521047,0.0007394064,0.0006438179],"domain_scores_gemma":[0.9968455,0.0001892533,0.0005597763,0.001505967,0.0001229354,0.0007765588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000198253,0.000691218,0.009285331,0.137774,0.00008801736,0.0006652244,0.004934759,0.00001679919,0.02291112,0.03883367,0.7085644,0.07603721],"study_design_scores_gemma":[0.0009054575,0.0001910529,0.0008792103,0.4951364,0.00008525115,0.0001058746,0.0007354637,0.00001815214,0.001141167,0.002929887,0.495903,0.001969087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.007300968,0.7439199,0.003449548,0.04494503,0.005479487,0.02088436,0.0001771502,0.0009725305,0.172871],"genre_scores_gemma":[0.01778542,0.07963888,0.1039614,0.4277765,0.002302624,0.002823007,0.0000664773,0.001861242,0.3637845],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6642811,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09005805668804188,"score_gpt":0.4256984536714668,"score_spread":0.3356403969834249,"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."}}