{"id":"W2912471487","doi":"10.1111/trf.15142","title":"Immunotherapy: the good, the bad, the ugly, and the really ugly","year":2019,"lang":"en","type":"letter","venue":"Transfusion","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Canadian Blood Services; University of Toronto; University Health Network","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002376189,0.0007013978,0.0007264924,0.00008090577,0.002683529,0.0001959511,0.002213398,0.001261025,0.001114494],"category_scores_gemma":[0.00005786651,0.0002378544,0.000624941,0.0002425693,0.002683135,0.00009686525,0.0001493781,0.004711925,0.0005989583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000401736,"about_ca_system_score_gemma":0.0001821819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001839986,"about_ca_topic_score_gemma":0.0001127785,"domain_scores_codex":[0.9938269,0.003975513,0.0006652826,0.000563135,0.0001937037,0.00077547],"domain_scores_gemma":[0.9924695,0.004904574,0.0003207036,0.002207151,0.00009134824,0.00000675411],"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":[0.00753412,0.0000653212,0.00003750639,0.00005980138,0.002023206,0.00001381009,0.01362063,0.000003184898,0.06516492,0.001373856,0.8543394,0.05576421],"study_design_scores_gemma":[0.004293586,0.000240445,0.001241611,0.000111801,0.0002607487,0.0003597488,0.0005920376,0.000002842888,0.002142613,0.0003354894,0.9900509,0.0003681733],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01673353,0.1064347,0.0001056256,0.8662197,0.003136513,0.003066144,0.00007942848,0.0001027377,0.004121695],"genre_scores_gemma":[0.03124332,0.08291581,0.000005213755,0.7762471,0.001089529,0.0004262776,0.0002656447,0.0002191396,0.1075879],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1357115,"threshold_uncertainty_score":0.9997986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007897110482995021,"score_gpt":0.2152866080613789,"score_spread":0.2073894975783839,"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."}}