{"id":"W7092183978","doi":"10.5281/zenodo.17373253","title":"Shah Jubaer's Theory of Anticipatory Risk Governance","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Precautionary principle; Harm; Corporate governance; Cornerstone; Risk governance; Uncertainty; Climate policy; Environmental governance; Sustainable development","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003518254,0.0002035801,0.0002846921,0.0002472895,0.004392439,0.0005796415,0.001757589,0.0001339931,0.05477717],"category_scores_gemma":[0.001731866,0.0002283259,0.0001492716,0.001372697,0.001361793,0.0003429987,0.001705598,0.0004016844,0.006278011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003270776,"about_ca_system_score_gemma":0.00002139973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002233478,"about_ca_topic_score_gemma":0.000005391297,"domain_scores_codex":[0.9955221,0.002132768,0.000523348,0.0005777741,0.0007092442,0.0005347259],"domain_scores_gemma":[0.9979704,0.00007937323,0.0003990053,0.0006617433,0.0007028379,0.0001866541],"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":[0.000130251,0.0003684387,0.00003259007,0.0001723051,0.0001632978,0.00000432535,0.01546186,0.00008231466,0.000331103,0.3532849,0.2772627,0.3527059],"study_design_scores_gemma":[0.0005419113,0.0001426989,0.007155815,0.0001376013,0.00009583153,0.00000102568,0.008304677,0.0002454488,0.0000814164,0.002857528,0.9802325,0.0002035667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04033783,0.0008021885,0.008623878,0.001995041,0.000780659,0.0009637316,0.000421217,0.0005261563,0.9455493],"genre_scores_gemma":[0.9689456,0.007831612,0.0001138949,0.0003028811,0.0001536505,4.715509e-8,0.0001054579,0.0005654526,0.02198135],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9286078,"threshold_uncertainty_score":0.9969037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03673796948569252,"score_gpt":0.2941115072407491,"score_spread":0.2573735377550566,"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."}}