{"id":"W4206256537","doi":"10.1007/11536444","title":"Artificial Immune Systems","year":2005,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Artificial Immune Systems Applications","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002638054,0.0005949779,0.0005218735,0.0006041158,0.0004019837,0.001363394,0.000708608,0.0009096616,0.02103716],"category_scores_gemma":[0.0008940034,0.0002219573,0.0003333528,0.0004745436,0.0004211843,0.001311856,0.0008259007,0.00111325,0.008516294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003109613,"about_ca_system_score_gemma":0.0003591346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001674395,"about_ca_topic_score_gemma":0.0002847383,"domain_scores_codex":[0.9998103,0.0000306078,0.000007682038,0.00003658763,0.0000977366,0.00001719387],"domain_scores_gemma":[0.9998267,0.00005723502,0.00001146961,0.00003089925,0.00006011647,0.0000136073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004262268,0.00009535912,0.000244775,0.0004340835,0.00004809852,0.0001666457,0.0001440966,0.009764933,0.009131596,0.2129378,0.1081437,0.6588462],"study_design_scores_gemma":[0.00002575174,0.0001334439,0.0005276381,0.0001981021,0.00005359472,0.001020247,0.00007755905,0.04207936,0.009663307,0.2414426,0.7047462,0.0000322436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009584257,0.03368998,0.4169078,0.003052755,0.005190432,0.0002043612,0.0002985343,0.002393819,0.5286781],"genre_scores_gemma":[0.1476643,0.0205316,0.1807833,0.002176022,0.001547222,0.0003013783,0.0008002346,0.0004366,0.6457594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02103716,"threshold_uncertainty_score":0.07037634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0128100692773435,"score_gpt":0.2291714752638156,"score_spread":0.2163614059864721,"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."}}