{"id":"W4398205715","doi":"10.1115/1.887738_ch1","title":"Asset Management Through the Lens of Complex System Governance","year":2024,"lang":"en","type":"book-chapter","venue":"ASME eBooks","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Corporate governance; Lens (geology); Business; Through-the-lens metering; Asset management; Asset (computer security); Finance; Computer science; Computer security; Optics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000312006,0.0003854496,0.0007658988,0.000098914,0.0001252684,0.00007194183,0.0006233755,0.0002024368,0.0001875492],"category_scores_gemma":[0.000003221049,0.0003513481,0.0003986926,0.00003643527,0.0001547224,0.00006842752,0.0003124809,0.0003497872,0.002820913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002250618,"about_ca_system_score_gemma":0.00001329771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001718077,"about_ca_topic_score_gemma":0.00004418617,"domain_scores_codex":[0.9979432,0.000004848776,0.0009950442,0.0006040197,0.0001312489,0.0003216721],"domain_scores_gemma":[0.9981714,0.0000293741,0.0008242008,0.0009168531,0.00003446269,0.00002373646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008430875,0.000007467709,0.00001159228,0.0007011699,0.0003362974,0.00003813539,0.0001774376,0.000008534482,2.816569e-7,0.9832675,0.01318565,0.002257433],"study_design_scores_gemma":[0.0001518217,0.00003532685,0.0003994486,0.0003585518,0.00006020806,0.000002442832,0.00003977238,0.00004208304,0.000003592534,0.2337889,0.7648273,0.0002905577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002815108,0.003525895,0.0004197121,0.0002818933,0.001269707,0.0007075914,0.001008602,0.00007595407,0.9926825],"genre_scores_gemma":[0.1577444,0.000753546,0.0002382796,0.0003024915,0.0002944971,0.00006104998,0.00003411386,0.0001027905,0.8404689],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7516416,"threshold_uncertainty_score":0.9998938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04960145725165572,"score_gpt":0.2150041470776926,"score_spread":0.1654026898260369,"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."}}