{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01996695,0.0008402622,0.0008521294,0.0008803998,0.003823957,0.00939408,0.001907121,0.01741259,0.01575365],"category_scores_gemma":[0.03249693,0.0006218608,0.001913966,0.001678365,0.003031374,0.007840217,0.004513722,0.02518529,0.007423076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002864491,"about_ca_system_score_gemma":0.008228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007350366,"about_ca_topic_score_gemma":0.01246727,"domain_scores_codex":[0.9946731,0.001346957,0.0003542145,0.0003740559,0.002109258,0.001142586],"domain_scores_gemma":[0.9749371,0.01000157,0.001165725,0.0009968869,0.00532097,0.007577706],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000797933,0.00004436446,0.0005920188,0.0004950842,0.0000317582,0.0002760589,0.001285741,0.00005778639,0.000290613,0.004478223,0.9549034,0.03746504],"study_design_scores_gemma":[0.00001478178,0.00003033406,0.0006961866,0.0002605983,0.0000138003,0.00006335571,0.00116538,0.00001367313,0.0001038201,0.001056697,0.9965659,0.00001553129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001102076,0.03368225,0.00026101,0.8438241,0.1055273,0.00003252118,0.0002483604,0.000101199,0.0152211],"genre_scores_gemma":[0.01915644,0.07516624,0.001325128,0.7574403,0.07173543,0.0001444282,0.0005463262,0.0002549762,0.07423075],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01996695,"threshold_uncertainty_score":0.1055967,"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."}}