{"id":"W4400081258","doi":"10.1007/978-3-031-59072-6_10","title":"Waiting for the Perfect Vaccine","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","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":[0.002081766,0.000952792,0.0007680042,0.0007108611,0.002311088,0.006128686,0.0009548995,0.004265103,0.08463938],"category_scores_gemma":[0.004264969,0.0005201748,0.0005612168,0.0005053451,0.00366721,0.01180282,0.003502586,0.0100781,0.05008267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002431756,"about_ca_system_score_gemma":0.003801006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002564426,"about_ca_topic_score_gemma":0.004662349,"domain_scores_codex":[0.9988816,0.0003130411,0.00003470408,0.0001532987,0.0004644019,0.000152954],"domain_scores_gemma":[0.9990296,0.0003907473,0.00004560118,0.00009653071,0.000201379,0.000236119],"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":[0.0000183705,0.00002299887,0.00003086198,0.00007773068,0.000004533274,0.00003450084,0.0001869648,0.00006030065,0.0001794965,0.1141517,0.8456704,0.03956204],"study_design_scores_gemma":[0.00000300794,0.00001000193,0.00001950241,0.00008238526,0.000001374958,0.0000319174,0.00007306717,0.00001732136,0.00003154584,0.01879871,0.980928,0.000003142194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005418623,0.09388619,0.003822553,0.1876817,0.06443729,0.00008089092,0.0002544347,0.0003728467,0.6489222],"genre_scores_gemma":[0.005036423,0.02594056,0.002638296,0.07943006,0.008857071,0.00006600405,0.0001949782,0.0002920852,0.8775445],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08463938,"threshold_uncertainty_score":0.2831469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06408951684774335,"score_gpt":0.3578618272659539,"score_spread":0.2937723104182106,"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."}}