{"id":"W3185955886","doi":"10.3390/su13158502","title":"Complex System Governance as a Framework for Asset Management","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Leverage (statistics); Corporate governance; Asset (computer security); Asset management; Process management; Value creation; Business; Closure (psychology); Scarcity; Value (mathematics); Risk analysis (engineering); Computer science; Knowledge management; Economics; Finance","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":[0.004769209,0.0009076249,0.0006989374,0.003301247,0.002126237,0.00758987,0.001692199,0.002465946,0.005760899],"category_scores_gemma":[0.004057244,0.0003593856,0.0009059246,0.002789527,0.01413829,0.006400409,0.004278883,0.003299166,0.0006693361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005867202,"about_ca_system_score_gemma":0.004677604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004927095,"about_ca_topic_score_gemma":0.005229494,"domain_scores_codex":[0.9968029,0.001910239,0.0001637724,0.0004381358,0.0004455561,0.0002393234],"domain_scores_gemma":[0.9973841,0.001246633,0.0003084142,0.0004297063,0.0003049714,0.000326127],"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":[6.563104e-7,0.000002742734,0.00007126975,0.00001989968,0.000002736975,0.0000176874,0.0001435147,0.00164783,0.00003376931,0.9959204,0.0003632195,0.001776139],"study_design_scores_gemma":[0.000003919311,0.000009202993,0.0001528464,0.0001247834,0.00000437252,0.00003762063,0.0002765396,0.006688623,0.00004920756,0.9568557,0.03578877,0.000008471308],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01029457,0.01252204,0.7446186,0.02557578,0.0005015088,0.0003213711,0.0002811581,0.0003027517,0.2055823],"genre_scores_gemma":[0.7261186,0.01097147,0.2465508,0.001689161,0.0007807455,0.0008661172,0.0003376473,0.0001151852,0.01257024],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00758987,"threshold_uncertainty_score":0.0425697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066758300830589,"score_gpt":0.4361652000171551,"score_spread":0.3294893699340962,"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."}}