{"id":"W4241930572","doi":"10.1159/000235010","title":"Book Review","year":2009,"lang":"en","type":"article","venue":"International Archives of Allergy and Applied Immunology","topic":"Artificial Immune Systems Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immunology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007034772,0.0006769723,0.0008946092,0.002902227,0.0009177563,0.004085252,0.001573038,0.001659643,0.2861993],"category_scores_gemma":[0.005006627,0.0003270523,0.000609809,0.003495773,0.0005611369,0.002656178,0.001470299,0.002219231,0.2494464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001267621,"about_ca_system_score_gemma":0.002132112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001840507,"about_ca_topic_score_gemma":0.003758296,"domain_scores_codex":[0.9991033,0.00007954765,0.00005421492,0.0001221223,0.0005754752,0.00006532624],"domain_scores_gemma":[0.9979568,0.0004049224,0.0001106183,0.0001207044,0.001090511,0.0003164683],"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":[0.00001035763,0.00001476917,0.00003931523,0.0003679735,0.000004382838,0.00005988827,0.00003294394,0.00004886568,0.0001106734,0.002326983,0.8837453,0.1132386],"study_design_scores_gemma":[0.000001496215,0.000004399391,0.00005323825,0.0002098827,0.000001874145,0.0001641049,0.00001502361,0.000007241426,0.00002199964,0.0003886293,0.9991298,0.000002285391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0006734248,0.3428458,0.002760541,0.03141789,0.07462204,0.0001847162,0.003045072,0.0007870686,0.5436635],"genre_scores_gemma":[0.002897265,0.175229,0.002160237,0.01333208,0.017173,0.0001075129,0.003158677,0.0003953405,0.7855469],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2861993,"threshold_uncertainty_score":0.9574322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005221272548022764,"score_gpt":0.2171697819025817,"score_spread":0.2119485093545589,"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."}}