{"id":"W7115811005","doi":"","title":"BROADLY PROTECTIVE APPROACHES FOR PANDEMIC PREVENTION","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pandemic; Disease; Population; Oseltamivir; Vaccination; Neuraminidase; Effector; Infectious disease (medical specialty); Neuraminidase inhibitor","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006525043,0.0008023795,0.0005861715,0.0005716605,0.0004324518,0.00118407,0.0009243596,0.001249707,0.01103999],"category_scores_gemma":[0.0004715003,0.0002847174,0.0007454381,0.00024448,0.0007240795,0.001144894,0.001433596,0.003034367,0.002881658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007870432,"about_ca_system_score_gemma":0.0007226742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005488636,"about_ca_topic_score_gemma":0.0008312589,"domain_scores_codex":[0.9996644,0.00006811327,0.0000151439,0.00007194367,0.0000958431,0.00008456599],"domain_scores_gemma":[0.9998367,0.00003224366,0.00002809854,0.00002091578,0.00004203986,0.00003994004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006388647,0.001041799,0.001045538,0.003826025,0.00025245,0.0006365352,0.0004092793,0.00267988,0.30433,0.08945058,0.05444252,0.5412465],"study_design_scores_gemma":[0.000250286,0.00274925,0.001875146,0.001049644,0.0002044474,0.001483506,0.0003514409,0.002158532,0.05693782,0.03084525,0.902039,0.00005576673],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08618434,0.3952564,0.2400065,0.04656958,0.01082642,0.002054221,0.002223765,0.002901515,0.2139774],"genre_scores_gemma":[0.4818112,0.3072723,0.08876548,0.03126173,0.002551444,0.001940805,0.002042315,0.0003258998,0.08402871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01103999,"threshold_uncertainty_score":0.03693247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06090792136194934,"score_gpt":0.3060186199130204,"score_spread":0.2451106985510711,"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."}}