{"id":"W7113910680","doi":"10.18609/vac.2025.052","title":"Preparedness to production: a Canadian perspective on building industrial capacity for health emergency readiness","year":2025,"lang":"","type":"article","venue":"Vaccine Insights","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Portfolio; Agency (philosophy); Preparedness; Perspective (graphical); Emergency management; Surge Capacity; Capacity building","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005086344,0.0007067659,0.0004043914,0.003588972,0.02395625,0.01287277,0.00237522,0.004547051,0.01064345],"category_scores_gemma":[0.008023349,0.0004314649,0.0006609248,0.004015983,0.02022844,0.004340725,0.006300214,0.007377745,0.000530142],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2003532,"about_ca_system_score_gemma":0.4421769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9936165,"about_ca_topic_score_gemma":0.9957795,"domain_scores_codex":[0.9926556,0.001302858,0.0001188334,0.0004016648,0.001948571,0.003572505],"domain_scores_gemma":[0.9917573,0.001244106,0.0003424469,0.0002039371,0.002878174,0.003573819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001191221,0.00002639535,0.002203698,0.00009970272,0.00001297211,0.0002503182,0.009331415,0.001309468,0.0001982116,0.9191558,0.05174024,0.01565981],"study_design_scores_gemma":[0.00002076381,0.00002960059,0.009447394,0.0005866395,0.00002537326,0.0001141289,0.03084347,0.0012658,0.000242863,0.09261306,0.8647012,0.0001096568],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01478279,0.006512362,0.006298219,0.4352707,0.0008744686,0.0001368728,0.0003309942,0.000101161,0.5356924],"genre_scores_gemma":[0.8558589,0.01828874,0.009913059,0.04294725,0.0003852306,0.0001315148,0.0003194235,0.0001250049,0.07203086],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7996468,"threshold_uncertainty_score":0.9274769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05476837711531653,"score_gpt":0.3606302209465432,"score_spread":0.3058618438312267,"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."}}