{"id":"W2766464527","doi":"10.1177/0192623317736742","title":"Immunophenotyping: Application to Safety Assessment","year":2017,"lang":"en","type":"article","venue":"Toxicologic Pathology","topic":"Immunotoxicology and immune responses","field":"Immunology and Microbiology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immunophenotyping; Medicine; Medical physics; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001177631,0.0003414892,0.0006073863,0.0001861149,0.002262931,0.00005684697,0.001450058,0.0007654054,0.001032669],"category_scores_gemma":[0.0008912851,0.0003075747,0.0001503898,0.00009080117,0.0007907454,0.0001742272,0.0007592144,0.0006602918,0.004060524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740642,"about_ca_system_score_gemma":0.0001643789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003288897,"about_ca_topic_score_gemma":0.00001942017,"domain_scores_codex":[0.9972283,0.0006585023,0.0005505513,0.0006918748,0.00004812257,0.000822622],"domain_scores_gemma":[0.9972794,0.0002895682,0.0004235328,0.001844497,0.0001145128,0.00004848725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007247,0.0003399128,0.00452115,0.000006490842,0.0001051104,0.00004854727,0.0001765836,0.00001740113,0.9388601,0.01258646,0.001388461,0.04122506],"study_design_scores_gemma":[0.002055796,0.001354927,0.7363591,0.00001629262,0.00005823033,0.0004792567,0.00014215,0.00000869828,0.08356734,0.001495295,0.1739537,0.0005092222],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9354206,0.00152377,0.01339333,0.005521681,0.003442674,0.001451761,0.00005200532,0.0003702271,0.03882401],"genre_scores_gemma":[0.9902542,0.00009417888,0.001196196,0.00162188,0.00005288102,0.0003922821,0.0000774752,0.00002705877,0.006283874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8552928,"threshold_uncertainty_score":0.9999377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171272735814734,"score_gpt":0.3151500867161938,"score_spread":0.2980228131347203,"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."}}