{"id":"W2173844520","doi":"","title":"Young scientists reflect on how to effect real change for Rio+40 : news and views","year":2012,"lang":"en","type":"article","venue":"South African Journal of Science","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Sustainability; Sustainable development; Political science; Reflection (computer programming); Environmental ethics; Geography; Environmental resource management; Environmental science; Computer science; Ecology; Biology; Philosophy","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":[0.00249876,0.0001772349,0.000224827,0.0002577985,0.0004770322,0.0001266352,0.0004945769,0.00003151138,0.00005412774],"category_scores_gemma":[0.0002847211,0.0001306616,0.00006645461,0.0009263686,0.0009186506,0.0009795598,0.0002458111,0.0001166731,0.00005963327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000515081,"about_ca_system_score_gemma":0.00003312917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005052123,"about_ca_topic_score_gemma":0.00001556536,"domain_scores_codex":[0.9978828,0.00005179956,0.0002225382,0.000292636,0.0007525176,0.000797672],"domain_scores_gemma":[0.998814,0.0000600467,0.0002284529,0.0001821292,0.00001584955,0.0006994673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005276436,0.000169495,0.7830454,0.00004526336,0.00001799392,0.000023418,0.07063278,0.00005831879,0.03968729,0.0002559018,0.005558291,0.09997826],"study_design_scores_gemma":[0.0008741122,0.001744023,0.9598059,0.00005838422,0.00003275901,0.00008916431,0.006707328,0.00003644333,0.004586935,0.0001506559,0.02546763,0.0004466469],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931437,0.0000613698,0.0001490225,0.0007551856,0.000461204,0.0004388745,0.00000441797,0.000007963445,0.004978273],"genre_scores_gemma":[0.9959726,0.00001470126,0.002547129,0.0002968692,0.0002314651,0.00002399334,3.03957e-7,0.00001203365,0.0009008791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1767606,"threshold_uncertainty_score":0.5328225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03403459596640442,"score_gpt":0.2834535518505606,"score_spread":0.2494189558841562,"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."}}