{"id":"W4410824526","doi":"10.3390/vaccines13060569","title":"Vaccine Development for Human Pneumoviruses","year":2025,"lang":"en","type":"review","venue":"Vaccines","topic":"Respiratory viral infections research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canadian Institutes of Health Research; Ministère de l'Économie, de l’Innovation et des Exportations du Québec","keywords":"Development (topology); Virology; Biology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006482052,0.0006261748,0.0008553829,0.001317332,0.0001405917,0.0006401034,0.0004356968,0.0008719495,0.003562337],"category_scores_gemma":[0.000814416,0.0001883176,0.0008596056,0.0006664803,0.0002146173,0.0007692218,0.000396624,0.001049522,0.001013258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004250561,"about_ca_system_score_gemma":0.0008715857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007254329,"about_ca_topic_score_gemma":0.0008024964,"domain_scores_codex":[0.9997621,0.00006042642,0.00002855267,0.00003754302,0.00007953461,0.00003180415],"domain_scores_gemma":[0.9997925,0.00009783418,0.00003964917,0.000006552194,0.00005107618,0.0000123091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001653139,0.0001180651,0.0003090134,0.04197606,0.0002831705,0.000216729,0.00009447307,0.0008092938,0.01115624,0.004842255,0.01746477,0.9225646],"study_design_scores_gemma":[0.00006528918,0.0004356385,0.000881959,0.01188247,0.0004600325,0.0012462,0.00006298651,0.0001949367,0.005503612,0.001715942,0.9775316,0.00001927684],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004967476,0.9978023,0.0002506934,0.0001848494,0.0002119329,0.00001530058,0.0000350329,0.000007960366,0.0009950857],"genre_scores_gemma":[0.003614465,0.9949093,0.0004272404,0.0002165406,0.0000964162,0.00002156262,0.00007653168,0.000001972104,0.0006359763],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003562337,"threshold_uncertainty_score":0.01191717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1617964358274075,"score_gpt":0.4826607138369882,"score_spread":0.3208642780095807,"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."}}