{"id":"W4407363644","doi":"10.26685/urncst.796","title":"2024-2025 SSGSA STEM Sustainability Case Competition: Regenerative Science","year":2025,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Sustainability; Competition (biology); Business; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01319347,0.001174893,0.000915077,0.002019282,0.004818209,0.01082554,0.002748579,0.005371779,0.1983139],"category_scores_gemma":[0.0172499,0.000509297,0.001301313,0.001173355,0.001892332,0.002679719,0.008397307,0.003474613,0.08737339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005633942,"about_ca_system_score_gemma":0.01391826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004360914,"about_ca_topic_score_gemma":0.02342045,"domain_scores_codex":[0.9913427,0.001137875,0.0003263614,0.0006273989,0.0053315,0.001234203],"domain_scores_gemma":[0.9625908,0.001921003,0.0007787268,0.001174335,0.01342378,0.0201114],"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":[0.00007910358,0.0001260614,0.000355553,0.0001095583,0.000006726401,0.000168867,0.0001630388,0.0001149424,0.001425378,0.002740164,0.97092,0.0237905],"study_design_scores_gemma":[0.00003252966,0.0001531994,0.001293017,0.00009753263,0.000003175807,0.0001744863,0.0003670119,0.0002977769,0.0007805636,0.002800521,0.9939809,0.00001930182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03697747,0.007021322,0.02371618,0.149455,0.1430985,0.005425895,0.01088803,0.007453513,0.6159641],"genre_scores_gemma":[0.05128879,0.00212181,0.01490049,0.02203389,0.01292925,0.002141289,0.009837759,0.002320305,0.8824266],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1983139,"threshold_uncertainty_score":0.6634262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0330501077658766,"score_gpt":0.3966259656500831,"score_spread":0.3635758578842065,"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."}}