{"id":"W2936680297","doi":"10.3390/su11082357","title":"The Universal Precautionary Principle: New Pillars and Pathways for Environmental, Sociocultural, and Economic Resilience","year":2019,"lang":"en","type":"article","venue":"Sustainability","topic":"Environmental Justice and Health Disparities","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Manaaki Whenua","keywords":"Precautionary principle; Sociocultural evolution; Environmental degradation; Resilience (materials science); Environmental ethics; Environmental resource management; Sociology; Political science; Economics; Ecology; Law","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":[0.0004993849,0.00007703342,0.00008698385,0.000008957357,0.001115131,0.00005875695,0.0001103067,0.00006719009,0.00004854237],"category_scores_gemma":[0.0001076631,0.00006278697,0.00002606951,0.00001650166,0.0008840309,0.0002720536,0.00009819758,0.00007156401,0.000005660087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00102419,"about_ca_system_score_gemma":0.0004300834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005352795,"about_ca_topic_score_gemma":0.000791682,"domain_scores_codex":[0.9991529,0.00008766983,0.0001200048,0.0002416458,0.0001006265,0.0002971718],"domain_scores_gemma":[0.9993244,0.0003500274,0.00005040843,0.0001340884,0.00001042374,0.000130658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001549889,0.00004991039,0.581962,0.0004450345,0.00001554587,9.404142e-7,0.01948641,0.00006582227,0.00005133602,0.3794402,0.001277316,0.01705045],"study_design_scores_gemma":[0.000461377,0.0001528161,0.6262321,0.00001121362,0.00002002647,8.877363e-7,0.1490817,0.0001016745,0.00001659872,0.03164492,0.1920962,0.0001804045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894778,0.001648886,0.000009825138,0.006488457,0.00009189559,0.0009820925,0.00001913289,0.00001719565,0.001264702],"genre_scores_gemma":[0.9887813,0.004219578,0.00006920313,0.0001207965,0.00006211598,0.00001969381,0.000004334795,0.000004684933,0.006718263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3477953,"threshold_uncertainty_score":0.8576801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00951294218044177,"score_gpt":0.2806883771122876,"score_spread":0.2711754349318458,"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."}}