{"id":"W6889187904","doi":"10.25439/rmt.27350154.v1","title":"Producing sustainability professionals: Assessing graduate attributes in sustainability","year":2024,"lang":"en","type":"other","venue":"RMIT Research Repository (RMIT University Library)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Employability; Sustainability; Curriculum; Sustainability organizations; Higher education; Sustainability science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005624305,0.000233033,0.0002108997,0.001614501,0.0009719835,0.002061364,0.00047215,0.0007048824,0.004956014],"category_scores_gemma":[0.01628114,0.0002826597,0.0002820206,0.001151558,0.0009198388,0.001248972,0.003290817,0.0009906613,0.002172238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008644286,"about_ca_system_score_gemma":0.002188468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001406433,"about_ca_topic_score_gemma":0.003626731,"domain_scores_codex":[0.9978862,0.0006448833,0.0001530673,0.0001326078,0.0009313796,0.0002517462],"domain_scores_gemma":[0.9929755,0.00189087,0.001255968,0.0005432788,0.002324641,0.001009931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001935534,0.001877619,0.575773,0.0004118304,0.00002223599,0.0003857348,0.08601681,0.0005187076,0.005564676,0.002405367,0.01743629,0.3093942],"study_design_scores_gemma":[0.00003065295,0.001165986,0.8594245,0.0002859106,0.00002055702,0.0004451202,0.0678395,0.001300248,0.005041202,0.003254931,0.06113997,0.00005139909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9652351,0.00006829543,0.004073812,0.0006794165,0.00003328149,0.0006685489,0.000405387,0.0001369957,0.02869918],"genre_scores_gemma":[0.9626138,0.0002678089,0.02488603,0.000351812,0.00001747696,0.0009209783,0.0007572084,0.0000598354,0.01012511],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005624305,"threshold_uncertainty_score":0.02974457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06285992054201842,"score_gpt":0.3541896793243832,"score_spread":0.2913297587823648,"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."}}