{"id":"W4246431341","doi":"10.1002/bl.38620015302","title":"Meaningful monitoring","year":2001,"lang":"en","type":"article","venue":"Board Leadership","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Variety (cybernetics); Perspective (graphical); Compliance (psychology); Business; Accounting; Public relations; Public administration; Political science; Computer science; Psychology; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000338161,0.0001000054,0.0001926559,0.0001208965,0.0001559771,0.00008552814,0.0002196737,0.00007716168,0.0004673852],"category_scores_gemma":[0.0001229046,0.0001283376,0.00008029627,0.0002123478,0.00003348779,0.0001942887,0.00003334534,0.0001879438,0.001505524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009825891,"about_ca_system_score_gemma":0.00001198629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002564691,"about_ca_topic_score_gemma":0.0000312722,"domain_scores_codex":[0.999252,0.00001508907,0.0002384727,0.0001469142,0.00003180776,0.0003157227],"domain_scores_gemma":[0.9995722,0.00003810189,0.00008662351,0.0002104354,0.00001318482,0.0000794388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001449056,0.00004671347,0.9416741,0.00001360207,0.00004666006,0.00001129568,0.007710795,0.00000502497,0.0000175278,0.04248305,0.002322253,0.005654489],"study_design_scores_gemma":[0.0007613809,0.00005484618,0.7137771,0.00004671552,0.000006043129,0.000006403303,0.00933126,0.00007855784,0.0001621153,0.02355467,0.2515928,0.0006281764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7434786,0.001677882,0.0005728807,0.003167227,0.0007575611,0.0001021856,0.000003540229,0.0001532519,0.2500868],"genre_scores_gemma":[0.9891576,0.0001019508,0.0005467237,0.000251139,0.0002892119,0.000005310745,0.00000279169,0.00001846105,0.009626773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2492705,"threshold_uncertainty_score":0.9992719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3274546910800939,"score_gpt":0.2774015390138111,"score_spread":0.05005315206628275,"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."}}