{"id":"W4361239024","doi":"10.1158/0008-5472.c.6499794.v1","title":"Data from Neoadjuvant Vaccination Provides Superior Protection against Tumor Relapse following Surgery Compared with Adjuvant Vaccination","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Vaccination; Medicine; Adjuvant; Lymph; Resection; Neoadjuvant therapy; Immunization; Oncology; Melanoma; Surgical resection; Internal medicine; Antigen; Cancer; Immunology; Surgery; Cancer research; Pathology","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":[0.0003250132,0.0003876762,0.0007113273,0.0001921784,0.0001221929,0.0002535484,0.0001852416,0.0003713123,0.005429129],"category_scores_gemma":[0.0005269452,0.0001483256,0.0003587554,0.0001329691,0.0002410293,0.0002266491,0.0001420113,0.001248674,0.001650155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001973699,"about_ca_system_score_gemma":0.0002586473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000210388,"about_ca_topic_score_gemma":0.0002739042,"domain_scores_codex":[0.9997782,0.00005829752,0.00002850721,0.00003779949,0.0000517025,0.00004543386],"domain_scores_gemma":[0.9994747,0.0001815961,0.00007060769,0.0001215787,0.0000550579,0.00009649693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.01070615,0.002489189,0.002228115,0.0006536741,0.00006956908,0.0001225848,0.00005834802,0.0004832229,0.9389324,0.0003318505,0.005875548,0.03804927],"study_design_scores_gemma":[0.0005445932,0.02568305,0.02698434,0.00006943192,0.000240214,0.001498921,0.0000590928,0.001501562,0.924961,0.0003412436,0.01808567,0.00003086393],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9727017,0.006314041,0.003428561,0.0009557864,0.0005079487,0.0001323737,0.003329107,0.000297981,0.01233244],"genre_scores_gemma":[0.9835549,0.002252116,0.001499668,0.0005897604,0.0001421152,0.0001698743,0.004760891,0.00009794193,0.006932775],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.005429129,"threshold_uncertainty_score":0.01816219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0640176541532598,"score_gpt":0.2788330509746486,"score_spread":0.2148153968213888,"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."}}