{"id":"W4246480251","doi":"10.4161/chim.15083","title":"Divide and conquer","year":2011,"lang":"en","type":"article","venue":"Chimerism","topic":"T-cell and B-cell Immunology","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"BTLA; Immunology; Immune system; Biology; Transplantation; Autoimmunity; Stem cell; Hematopoietic stem cell transplantation; Haematopoiesis; Graft-versus-host disease; Lymphocyte; Monoclonal antibody; T cell; Antibody; Medicine; Cell biology; Internal 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006652904,0.0001234992,0.0001761995,0.00004576143,0.0001221498,0.000004540998,0.0001222845,0.0001961739,0.002355958],"category_scores_gemma":[0.00001380229,0.0001014031,0.00003648922,0.0000377116,0.0003659433,0.00004952018,0.00009622453,0.0002029807,0.001687324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000425612,"about_ca_system_score_gemma":0.00001255814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001414244,"about_ca_topic_score_gemma":0.000005511897,"domain_scores_codex":[0.9993241,0.00006432656,0.0001398715,0.0002068404,0.000009340316,0.0002555129],"domain_scores_gemma":[0.9996848,0.00003237356,0.00004827867,0.0002013047,0.00001625998,0.00001703897],"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":[0.00003901563,0.00006351004,0.003252679,0.000003939906,0.00009578664,0.000007514156,0.000940515,7.366261e-9,0.9819229,0.001812409,0.004643486,0.007218265],"study_design_scores_gemma":[0.001121344,0.0001958462,0.01855415,0.000009593313,0.00004594007,0.0001954451,0.0001333109,1.956075e-7,0.7458262,0.002805625,0.2308748,0.00023749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619318,0.006489906,0.0001128622,0.0001259533,0.0008970446,0.00009447675,0.000005974476,0.00009808613,0.03024387],"genre_scores_gemma":[0.9887342,0.0001711789,0.00006116753,0.0002822696,0.00002302981,0.000009642688,0.00001950077,0.00001206781,0.01068689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2360966,"threshold_uncertainty_score":0.99909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01972121570170961,"score_gpt":0.2093580383111324,"score_spread":0.1896368226094228,"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."}}