{"id":"W4321372713","doi":"10.3390/vaccines11020473","title":"Social Media Content on Immunology: Is an Assessment by the Scientific Community Required?","year":2023,"lang":"en","type":"editorial","venue":"Vaccines","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Immunology; Cancer immunotherapy; Content (measure theory); Social media; Tumor immunology; Immunotherapy; Medicine; Computer science; Immune system; World Wide Web","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":[0.01388694,0.003387044,0.004323475,0.005219745,0.004386029,0.01219892,0.00510847,0.02579677,0.01871546],"category_scores_gemma":[0.04537087,0.001467997,0.003714288,0.00286536,0.003306347,0.008240368,0.002616389,0.02365318,0.01163525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005246941,"about_ca_system_score_gemma":0.006556232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004120339,"about_ca_topic_score_gemma":0.01062971,"domain_scores_codex":[0.9906633,0.002270932,0.001101095,0.0006808342,0.004723171,0.0005606689],"domain_scores_gemma":[0.9368479,0.03699777,0.002251194,0.001047991,0.01762242,0.005232685],"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":[0.00003671685,0.00001100166,0.00002497685,0.0003277522,0.000029278,0.00003793077,0.0000158148,0.00001146788,0.00002550966,0.0003104359,0.9904168,0.00875229],"study_design_scores_gemma":[0.0001242557,0.0000525239,0.0004235173,0.002009827,0.0001579545,0.0001042938,0.00009453446,0.0001743085,0.00009183669,0.001991126,0.9947365,0.00003936869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003600863,0.008882677,0.00009055031,0.08262645,0.9064364,0.00002816781,0.00009684012,0.00005764934,0.001745306],"genre_scores_gemma":[0.0003831412,0.009646078,0.0001120248,0.04250436,0.9410384,0.00004795602,0.00005360918,0.00003628292,0.006178192],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02579677,"threshold_uncertainty_score":0.07344198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2775726838431444,"score_gpt":0.4838578440243875,"score_spread":0.2062851601812432,"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."}}