{"id":"W4399413301","doi":"10.1007/978-3-031-56988-3_11","title":"Dynamic Adaptive System (DAS)","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services","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":[0.0001894582,0.0005916742,0.0004048999,0.0004646261,0.0002903405,0.001664547,0.0005192101,0.0008033327,0.02283115],"category_scores_gemma":[0.000526952,0.0001995376,0.0002870979,0.0009496816,0.0006605614,0.001109612,0.0009631958,0.001260988,0.009649638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000507306,"about_ca_system_score_gemma":0.0005387156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008272582,"about_ca_topic_score_gemma":0.0009420405,"domain_scores_codex":[0.9998412,0.00002576755,0.00000817579,0.00003974347,0.00007490355,0.00001020284],"domain_scores_gemma":[0.9998868,0.00005384177,0.000007101934,0.00001909059,0.00002708548,0.00000610097],"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":[0.00001931932,0.00002363565,0.0001235091,0.0003116837,0.00001382907,0.00006575353,0.00008988994,0.01142509,0.003070367,0.5420368,0.05835181,0.3844683],"study_design_scores_gemma":[0.000006511298,0.00004671634,0.0002468176,0.0001396651,0.00001252345,0.0002626743,0.00005444407,0.02315623,0.001971136,0.2166964,0.7573858,0.0000210819],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.002611749,0.02630538,0.4171691,0.001940982,0.002662403,0.00005755137,0.0004513407,0.001299027,0.5475025],"genre_scores_gemma":[0.1328778,0.04651123,0.1718607,0.002167184,0.002063084,0.0002902119,0.001080232,0.0005218429,0.6426276],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02283115,"threshold_uncertainty_score":0.07637775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1476976621087594,"score_gpt":0.3897439566147468,"score_spread":0.2420462945059874,"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."}}