{"id":"W4288611214","doi":"","title":"Certification in sustainable developmentofuniversities","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Certification; Business; Economics; Management","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00323999,0.0003687308,0.0003196767,0.000247419,0.0002648827,0.0002304903,0.001079084,0.0002990421,0.001757059],"category_scores_gemma":[0.0003732908,0.0004341536,0.0001083291,0.000497836,0.0002862465,0.0003629642,0.0032491,0.0005728662,0.0006366754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001689522,"about_ca_system_score_gemma":0.0002201447,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00904699,"about_ca_topic_score_gemma":0.001151104,"domain_scores_codex":[0.9959735,0.001493772,0.0004613389,0.0008736874,0.0005395866,0.000658097],"domain_scores_gemma":[0.9978264,0.0003517333,0.0003092964,0.001212042,0.0001539174,0.0001466335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001445373,0.002850095,0.5377789,0.00160668,0.0002471823,0.0002050017,0.1878681,0.01892579,0.003994503,0.1030169,0.04127721,0.1020851],"study_design_scores_gemma":[0.001777501,9.15386e-7,0.784695,0.001197669,0.00005740333,0.00001215185,0.01402818,0.01281331,0.02491291,0.01612926,0.142119,0.002256712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6792004,0.0001287116,0.006408248,0.004512212,0.0001128369,0.0007491186,0.000008850693,0.0001209583,0.3087586],"genre_scores_gemma":[0.83397,0.0002333553,0.008197695,0.0001221573,0.000008079513,0.00007212135,0.0003049968,0.00004279533,0.1570488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2469161,"threshold_uncertainty_score":0.9998111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009787206981496478,"score_gpt":0.197435353514495,"score_spread":0.1876481465329985,"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."}}