{"id":"W6939660102","doi":"10.6084/m9.figshare.28396674.v1","title":"Additional file 1 of Benchmarking the healthiness, equity and environmental sustainability of university food environments in Australia, 2021/22","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Benchmarking; Sustainability; Equity (law); Environmental Sustainability Index; Sustainable development","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003783874,0.0006815519,0.0009407712,0.003098299,0.0008098891,0.001907884,0.00156246,0.001138526,0.8505653],"category_scores_gemma":[0.05616054,0.0007108502,0.0009270806,0.005939889,0.0002642182,0.002151614,0.001683778,0.001102709,0.1518184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002357425,"about_ca_system_score_gemma":0.004831227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03565052,"about_ca_topic_score_gemma":0.05348088,"domain_scores_codex":[0.9983234,0.0003940751,0.0002631722,0.0001987058,0.0005735378,0.0002472319],"domain_scores_gemma":[0.9635308,0.02338115,0.001761369,0.00217858,0.007826395,0.001321766],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008997265,0.00009763803,0.001512951,0.001658732,0.00003005973,0.00001669423,0.00007962018,0.0007345272,0.00003081687,0.001009688,0.9843002,0.01043896],"study_design_scores_gemma":[0.002196471,0.0003602763,0.1228211,0.003427735,0.0001725877,0.0001784635,0.001241951,0.005252725,0.0006457503,0.01309558,0.8504058,0.0002015237],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0004837653,0.00001902124,0.0003143161,0.0001649393,0.0000439165,0.0001632616,0.99296,0.0002942223,0.005556508],"genre_scores_gemma":[0.03071084,0.0002153438,0.009688551,0.0008311357,0.00009173003,0.004735391,0.9052435,0.001505103,0.04697844],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8505653,"threshold_uncertainty_score":0.2131506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02446593517056664,"score_gpt":0.3116743721637237,"score_spread":0.287208436993157,"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."}}