{"id":"W4413511398","doi":"10.64628/aam.4syhahyxe","title":"Public health officials are failing to communicate effectively about AstraZeneca","year":2021,"lang":"en","type":"article","venue":"","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Business; Public health; Medicine; Public relations; Public administration; Political science; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03803818,0.0007108452,0.0008869489,0.003275701,0.006954703,0.01008843,0.001676303,0.01471354,0.01826366],"category_scores_gemma":[0.1540407,0.001147887,0.0007457756,0.001871382,0.007676891,0.00724414,0.004722641,0.01988161,0.01162837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005044291,"about_ca_system_score_gemma":0.01695035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008408985,"about_ca_topic_score_gemma":0.007252313,"domain_scores_codex":[0.9627832,0.01761285,0.003455757,0.00132592,0.01174814,0.003074054],"domain_scores_gemma":[0.6832798,0.1969451,0.04220865,0.01012042,0.05034359,0.0171024],"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":[0.0001882841,0.0002758784,0.02696605,0.0008731384,0.0001551303,0.0009393602,0.008324691,0.0003355735,0.00241857,0.01634563,0.7408426,0.2023351],"study_design_scores_gemma":[0.0001286657,0.0003172249,0.0277966,0.002065849,0.000406856,0.001971047,0.02445047,0.001080038,0.003812613,0.02484482,0.9129071,0.0002187044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007258477,0.002814932,0.001300427,0.963468,0.002436949,0.00001681485,0.00008170733,0.0002742438,0.02234848],"genre_scores_gemma":[0.2580048,0.01153655,0.004380466,0.6935246,0.009094967,0.00008428236,0.0003593443,0.0003710589,0.02264404],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03803818,"threshold_uncertainty_score":0.2011675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7701196606756446,"score_gpt":0.6048187866237509,"score_spread":0.1653008740518938,"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."}}