{"id":"W139459223","doi":"10.15173/m.v1i3.614","title":"Designing a Vaccine for Cancer","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"vaccines and immunoinformatics approaches","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Cancer; Population health; Peer review; Medicine; Environmental health; Political science; Population; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002421158,0.00007636748,0.00006717062,0.00001045347,0.00009439055,0.00001237811,0.000145079,0.00003631356,0.00002663497],"category_scores_gemma":[0.00004770332,0.00004676916,0.00005213614,0.00003450044,0.00000830795,0.000003806078,0.00004246261,0.00003278973,0.000008448177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007254732,"about_ca_system_score_gemma":0.00004606404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001077225,"about_ca_topic_score_gemma":0.000002882374,"domain_scores_codex":[0.9995671,0.00001231311,0.0001010411,0.00006064512,0.00003666833,0.0002222646],"domain_scores_gemma":[0.9996598,0.00001330919,0.00004568619,0.0002067687,0.0000272792,0.00004713335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001734107,0.0001633511,0.01237406,0.00009243339,0.0002391441,2.373327e-8,0.00284379,0.00002441467,0.8776402,0.0009035993,0.09008722,0.01545832],"study_design_scores_gemma":[0.0005154158,0.00009631097,0.005169632,0.00001053096,0.00006095789,0.00001114752,0.001520197,0.00007699498,0.5414649,0.00006534948,0.4508106,0.0001979677],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870355,0.006667991,0.003825346,0.001140373,0.0005166491,0.000325006,0.00000810768,0.000007804404,0.0004732251],"genre_scores_gemma":[0.9942812,0.0001212158,0.002923516,0.0005288807,0.0008967044,0.0002188709,0.00002397222,0.00001619106,0.0009894491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3607233,"threshold_uncertainty_score":0.1907191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547490087769065,"score_gpt":0.2865262547173869,"score_spread":0.2610513538396962,"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."}}