{"id":"W4210691771","doi":"10.1152/advan.00021.2021","title":"Change the medium, change the message: creativity is key to battle misinformation","year":2022,"lang":"en","type":"editorial","venue":"AJP Advances in Physiology Education","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Toronto","funders":"","keywords":"Scientific literacy; Science communication; Pseudoscience; Misinformation; Science education; Jargon; Mainstream; Sociology; Informal education; Media literacy; Public awareness of science; Next Generation Science Standards; Informal learning; Context (archaeology); Public relations; Pedagogy; Political science; Higher education; Medicine; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001614237,0.0002555248,0.0003007604,0.0002056133,0.001117707,0.000108181,0.0009784467,0.0003371256,0.001624439],"category_scores_gemma":[0.002879715,0.0001736292,0.00007324436,0.0008337411,0.0003097209,0.002062757,0.0001665044,0.0007727496,0.0001759499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005358012,"about_ca_system_score_gemma":0.00110991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003023606,"about_ca_topic_score_gemma":0.00277276,"domain_scores_codex":[0.9972473,0.0006595296,0.0004283139,0.000296218,0.000904614,0.0004639675],"domain_scores_gemma":[0.9968689,0.001676539,0.0005357285,0.0005429212,0.0002669359,0.0001089805],"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":[0.00002203136,0.00005161662,0.00001188846,0.00003484211,0.000006944656,4.090983e-8,0.1894218,0.000006126153,0.000002383845,0.0008645494,0.7593523,0.05022553],"study_design_scores_gemma":[0.0001130983,0.00006047453,0.002850503,0.00005107781,0.00001612829,1.84687e-7,0.03186249,0.000008621346,0.000009713399,0.001381128,0.9634463,0.0002002613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002875012,0.003870226,0.00001384376,0.0305352,0.927581,0.00234579,0.0001807202,0.0000785956,0.03251959],"genre_scores_gemma":[0.04475455,0.02711886,0.00008074192,0.01205562,0.9061876,0.002530725,0.001736455,0.00005138445,0.005484088],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2040941,"threshold_uncertainty_score":0.9992882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165158502731938,"score_gpt":0.3787453611819849,"score_spread":0.3470937761546655,"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."}}