{"id":"W2170904936","doi":"10.1109/iscas.1989.100673","title":"The immune system: a neglected challenge for network theorists","year":2003,"lang":"en","type":"article","venue":"","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Field (mathematics); Computer science; Artificial neural network; Artificial intelligence; Feed forward; Cognitive science; Engineering; Psychology; Control engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003281064,0.0006135061,0.001121191,0.001504233,0.00158004,0.004310718,0.002173394,0.003737021,0.006506066],"category_scores_gemma":[0.01117767,0.000393147,0.0007289547,0.001255426,0.008126342,0.01954454,0.002531549,0.007797876,0.002054282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00212793,"about_ca_system_score_gemma":0.001342843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001778744,"about_ca_topic_score_gemma":0.001596668,"domain_scores_codex":[0.9989779,0.0003803014,0.00003927877,0.0002054605,0.0003076645,0.00008932584],"domain_scores_gemma":[0.993983,0.004477269,0.0001740205,0.0004545625,0.0006148976,0.0002962798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001477517,0.00001428137,0.0001723593,0.0001484343,0.0000194119,0.00003875146,0.000159742,0.002030149,0.0001114567,0.9472148,0.02194926,0.02812668],"study_design_scores_gemma":[0.000003887036,0.000004093877,0.00003351929,0.00005222825,0.000002515088,0.00002235276,0.00005432956,0.00177169,0.00002989222,0.9779789,0.0200418,0.000004808696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008914538,0.1486591,0.1981471,0.5882275,0.00539173,0.00002423709,0.0003603077,0.0004589513,0.04981674],"genre_scores_gemma":[0.4908273,0.2176233,0.1450709,0.06346386,0.03282721,0.0003063206,0.0005516032,0.0006009474,0.04872855],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006506066,"threshold_uncertainty_score":0.02176493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006182630006246077,"score_gpt":0.2173370090515238,"score_spread":0.2111543790452778,"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."}}