{"id":"W6985141591","doi":"","title":"1006070.pdf","year":2016,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic Development Administration; College of Engineering, Michigan State University; Michigan State University; Institute for Public Policy and Social Research; McGill University; Princeton University","keywords":"Transformative learning; Sustainability; Equity (law); Global South; Urban planning; Sustainable development; Resource (disambiguation); Global challenges","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008117725,0.0009392046,0.0007655366,0.0005606037,0.000416049,0.0005158211,0.0020801,0.0004357253,0.9947765],"category_scores_gemma":[0.000190222,0.0006182052,0.0003441363,0.0005371991,0.000566379,0.0004198375,0.0004508323,0.000528414,0.9998889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004920937,"about_ca_system_score_gemma":0.0004452776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004215319,"about_ca_topic_score_gemma":0.0008363203,"domain_scores_codex":[0.9957021,0.0004229597,0.0006749812,0.001097129,0.001183798,0.0009189923],"domain_scores_gemma":[0.9958072,0.0003182538,0.001127589,0.002347654,0.0001625956,0.0002367412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003508056,0.00006457524,0.00009212143,0.00003320068,0.0003481236,0.00001038743,0.0000361447,5.360862e-7,0.0003173209,0.003817735,0.1243507,0.8708941],"study_design_scores_gemma":[0.0009336234,0.00004085531,0.0002142978,0.0003010302,0.0002447557,0.0000339914,0.00002370457,0.000008954936,0.00006284541,0.001517311,0.9957023,0.0009163342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007585785,0.000003704341,0.0004277971,0.001297011,0.001745529,0.00170527,1.000088e-7,0.001022429,0.9937906],"genre_scores_gemma":[0.0002812347,0.00010591,0.0005696569,0.0005951401,0.002583148,0.0003521422,0.0009852726,0.003261215,0.9912663],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8713516,"threshold_uncertainty_score":0.9996269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379595982637209,"score_gpt":0.2832356856902468,"score_spread":0.2694397258638747,"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."}}