{"id":"W2114262832","doi":"10.1109/icicis.1993.291755","title":"Adaptation in open systems: reflection as a backbone","year":2002,"lang":"en","type":"article","venue":"","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Adaptation (eye); Computer science; Reflection (computer programming); Context (archaeology); Adaptive system; Artificial intelligence; Human–computer interaction; Cognitive science; Programming language; Psychology; Geography","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":[0.009242723,0.0005822534,0.0005881091,0.0008349753,0.001575422,0.006969952,0.002664249,0.002302345,0.005802741],"category_scores_gemma":[0.01538787,0.001012419,0.0008819145,0.0007382351,0.006920876,0.01343104,0.009293517,0.004635626,0.001846074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001380608,"about_ca_system_score_gemma":0.002000953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007558513,"about_ca_topic_score_gemma":0.0005630417,"domain_scores_codex":[0.9913306,0.004442257,0.0005057374,0.001009535,0.002054046,0.0006577202],"domain_scores_gemma":[0.9904067,0.003820765,0.000639436,0.003388104,0.0009896167,0.0007554124],"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":[0.00008449301,0.0001363099,0.0009192107,0.000157367,0.00004259091,0.0003228421,0.008011735,0.007258052,0.005792001,0.835257,0.004183637,0.1378348],"study_design_scores_gemma":[0.00008583699,0.0002160433,0.0005419134,0.0003356455,0.00006864831,0.0005409463,0.002200748,0.05526616,0.01204031,0.7191402,0.2094469,0.0001167204],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004637736,0.0001906887,0.97626,0.001631481,0.00009646174,0.00009268888,0.000008885755,0.001456955,0.01562509],"genre_scores_gemma":[0.373457,0.0007241174,0.5978854,0.001254377,0.0001847356,0.000591451,0.0001080573,0.001364824,0.02443003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009242723,"threshold_uncertainty_score":0.04888082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0963385246918598,"score_gpt":0.272846622760846,"score_spread":0.1765080980689862,"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."}}