{"id":"W4390679848","doi":"10.18609/ioi.2023.038","title":"Multiomics integration: advancing pediatric cancer immunotherapy","year":2023,"lang":"en","type":"article","venue":"Immuno Oncology Insights","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Immunotherapy; Medicine; Cancer; Cancer immunotherapy; Intensive care medicine; Internal medicine","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":[0.01265306,0.0007565547,0.0007357355,0.001254903,0.0006285006,0.005167841,0.00141232,0.004826603,0.001957277],"category_scores_gemma":[0.01428784,0.000392445,0.0008397388,0.0007186421,0.0015836,0.004935383,0.002039496,0.01514572,0.0007952827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438099,"about_ca_system_score_gemma":0.003028242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001045024,"about_ca_topic_score_gemma":0.003121575,"domain_scores_codex":[0.9972206,0.001004556,0.0003039711,0.0002795449,0.0009743252,0.0002169806],"domain_scores_gemma":[0.9829839,0.01042988,0.0008288806,0.0003992803,0.00329947,0.002058478],"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":[0.0001033581,0.00004090184,0.001149807,0.0006356912,0.00007696138,0.0004256141,0.0003038672,0.0003333798,0.0008898419,0.01266271,0.710194,0.2731839],"study_design_scores_gemma":[0.00001630328,0.00005827732,0.0006139245,0.0005254416,0.0000470796,0.0006924739,0.0001831967,0.0003936021,0.000504125,0.009787134,0.9871609,0.00001745795],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0009715828,0.246279,0.00776339,0.5897856,0.1508236,0.00003350675,0.0001131891,0.0002504812,0.003979631],"genre_scores_gemma":[0.01460935,0.3456335,0.009002507,0.1866027,0.4348474,0.00005707103,0.0001351282,0.0001631958,0.008949239],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01265306,"threshold_uncertainty_score":0.06691664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01924818840887867,"score_gpt":0.3108157496874054,"score_spread":0.2915675612785267,"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."}}