{"id":"W2098287886","doi":"10.3390/su5052036","title":"A Framework of Adaptive Risk Governance for Urban Planning","year":2013,"lang":"en","type":"article","venue":"Sustainability","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Health and Safety Executive","keywords":"Risk governance; Corporate governance; Risk management; IT risk; Sustainability; IT risk management; Risk assessment; Project governance; Risk analysis (engineering); Business; Urban planning; Management science; Political science; Sociology; Environmental planning; Economics; Engineering; Management; Finance; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000739795,0.00006233704,0.0001181789,0.00001728639,0.0002644761,0.0000270907,0.0001617037,0.0000694034,0.0003338391],"category_scores_gemma":[0.002793726,0.00005900002,0.00007866493,0.0001500345,0.0002721037,0.0001723061,0.00004077079,0.00009023811,0.000008765748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004515287,"about_ca_system_score_gemma":0.0001763703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007662057,"about_ca_topic_score_gemma":0.0001593616,"domain_scores_codex":[0.9990759,0.0001461548,0.0001545721,0.0001812492,0.0001900455,0.0002520446],"domain_scores_gemma":[0.9988285,0.0002422225,0.0001313251,0.0001931279,0.0005386253,0.00006621119],"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":[0.0000656771,0.0001355618,0.1555882,0.0000937103,0.00002337159,4.264051e-7,0.07671793,0.0001835593,0.000001829032,0.7058789,0.020406,0.04090485],"study_design_scores_gemma":[0.0001694076,0.00009495389,0.3842717,0.00001528922,0.00001359021,1.163207e-8,0.06129661,0.0002447737,0.000006126276,0.4167011,0.137072,0.000114418],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8892331,0.0001877102,0.0830321,0.005548945,0.0002978022,0.003366358,0.00002478615,0.0001203235,0.01818888],"genre_scores_gemma":[0.9938973,0.00002840288,0.003512107,0.00007069131,0.00009561082,0.0001707469,6.600903e-7,0.000004717725,0.002219774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2891777,"threshold_uncertainty_score":0.998946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01909731856777495,"score_gpt":0.33989503878061,"score_spread":0.320797720212835,"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."}}