{"id":"W4320083863","doi":"10.15761/gimci.1000210","title":"Cell Mediated Immunity","year":2022,"lang":"en","type":"article","venue":"General Internal Medicine and Clinical Innovations","topic":"Immunotherapy and Immune Responses","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Immunity; Cell mediated immunity; Biology; Immunology; Computational biology; Immune system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001095593,0.0001396555,0.000306392,0.0001784831,0.0005417053,0.000007896429,0.0002850786,0.00009886925,0.006225683],"category_scores_gemma":[0.0004166935,0.0001124241,0.00007584375,0.0003835183,0.0004724915,0.00005744926,0.0002474557,0.0009784057,0.00008882763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002504747,"about_ca_system_score_gemma":0.00006485317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005966328,"about_ca_topic_score_gemma":0.000006021163,"domain_scores_codex":[0.9981104,0.0006036951,0.0007778583,0.000219611,0.00006059634,0.0002278053],"domain_scores_gemma":[0.9986711,0.0007385181,0.0002033175,0.0002561972,0.0001088086,0.00002208048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001696045,0.001078495,0.02083175,0.00001465021,0.000732579,0.00002445501,0.001210713,0.000005806516,0.5770805,0.008993379,0.358703,0.02962854],"study_design_scores_gemma":[0.004313816,0.002304481,0.03662452,0.00002357715,0.0000626332,0.000143251,0.001468677,0.00003153298,0.003374847,0.0005779477,0.9508377,0.0002370468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788932,0.00654233,0.0002457502,0.005371413,0.002339994,0.0001399937,0.00003866175,0.00005996168,0.006368736],"genre_scores_gemma":[0.9593571,0.0006467242,0.00005985018,0.007414711,0.000142823,0.00003873252,0.0002956644,0.00001521492,0.03202913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5921347,"threshold_uncertainty_score":0.9946828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05733296626760852,"score_gpt":0.3586182529340117,"score_spread":0.3012852866664032,"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."}}