{"id":"W2079823022","doi":"10.3166/ria.16.485-516","title":"Dynamic, living, social and cultural complex systems: principles of design-oriented analysis","year":2002,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Living systems; Cultural analysis; Computer science; Social science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002433552,0.0002283092,0.0007994629,0.0006435299,0.0004160166,0.0003584484,0.0006738256,0.0001018056,0.001774884],"category_scores_gemma":[0.00185674,0.0001745318,0.0003200221,0.002716923,0.0002577637,0.0002467849,0.0002938576,0.0001337672,0.0002797953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004894498,"about_ca_system_score_gemma":0.00001116689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000120985,"about_ca_topic_score_gemma":0.00007843481,"domain_scores_codex":[0.9957402,0.0004580218,0.001719354,0.0007148793,0.001012364,0.0003552294],"domain_scores_gemma":[0.9954633,0.002311099,0.0007376276,0.0006997471,0.0006559882,0.0001322663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001053576,0.0009031596,0.03769837,0.0001940869,0.0009466102,0.00005949754,0.05829649,0.6944048,0.01066242,0.1181829,0.01463474,0.06391151],"study_design_scores_gemma":[0.00002956352,0.00006018459,0.004461262,0.00005598972,0.00007128253,0.00001953775,0.008562424,0.9733972,0.0001031583,0.0004658778,0.01257212,0.0002013988],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2315543,0.002227333,0.7600467,0.0001487325,0.0003415228,0.0004168223,0.00003077229,0.00006341432,0.005170452],"genre_scores_gemma":[0.9889451,0.00003047713,0.002441198,0.00001842156,0.00004883147,0.00001289764,0.000001585385,0.00001217065,0.008489317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7576054,"threshold_uncertainty_score":0.9991376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3275992358865453,"score_gpt":0.3988908720816837,"score_spread":0.0712916361951384,"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."}}