{"id":"W4404120679","doi":"10.18357/anthropologica66120242649","title":"Leaky Vaccines: A Wicked Problem in Accelerated Vaccine Development","year":2024,"lang":"en","type":"article","venue":"Anthropologica","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Virology; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.05691274,0.0004948109,0.0007180883,0.002005533,0.007525239,0.01079106,0.001424978,0.006160351,0.005581696],"category_scores_gemma":[0.07336672,0.0006862166,0.000655448,0.001107687,0.08434337,0.01780796,0.010238,0.01103649,0.000853207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007532894,"about_ca_system_score_gemma":0.007554041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002878986,"about_ca_topic_score_gemma":0.001897121,"domain_scores_codex":[0.9618089,0.02374926,0.001233535,0.003297354,0.007879445,0.002031479],"domain_scores_gemma":[0.9281839,0.05106473,0.005849383,0.008258658,0.004488416,0.002154821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001793583,0.00001390459,0.0007597965,0.00003509998,0.000006474825,0.00008852345,0.004997646,0.0002742913,0.0001613261,0.9845086,0.001881171,0.007255289],"study_design_scores_gemma":[0.00002035387,0.00004963202,0.0004650983,0.0001322336,0.000005740147,0.0002113127,0.002314836,0.0006624972,0.0003308924,0.9383476,0.05743219,0.00002757721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1122365,0.007976118,0.1066685,0.476408,0.001434005,0.0002240995,0.0001148052,0.0002713832,0.2946665],"genre_scores_gemma":[0.9597077,0.001620909,0.01514649,0.01319541,0.000547349,0.0001420419,0.00002213729,0.0001385041,0.009479465],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9924747,"threshold_uncertainty_score":0.3009869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04682347249701303,"score_gpt":0.3542938633645243,"score_spread":0.3074703908675113,"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."}}