{"id":"W4403393046","doi":"10.26685/urncst.740","title":"2023-2024 SSGSA STEM Sustainability Case Competition: Global Health","year":2024,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Science, Research, and Medicine","field":"Medicine","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":[0.01188953,0.001181476,0.0008638197,0.001589627,0.005754951,0.0104932,0.002947806,0.006930222,0.2122365],"category_scores_gemma":[0.01630774,0.0004896776,0.001180046,0.0010657,0.002042008,0.00298642,0.009749819,0.004268293,0.08465355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005660198,"about_ca_system_score_gemma":0.01461272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005355007,"about_ca_topic_score_gemma":0.02674926,"domain_scores_codex":[0.9933265,0.00115269,0.0002455334,0.0004975281,0.003435373,0.001342166],"domain_scores_gemma":[0.9643613,0.001802612,0.0006941771,0.0008713896,0.00981502,0.0224556],"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":[0.00005119322,0.00008181646,0.0003059286,0.00007120936,0.000004571081,0.0001365607,0.0001491954,0.00005492855,0.0004385722,0.001830313,0.9853733,0.01150255],"study_design_scores_gemma":[0.00003923383,0.0001241573,0.001655605,0.00009551783,0.00000267096,0.0001315404,0.0006827656,0.0001947163,0.0003058717,0.002610764,0.99414,0.00001708377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0276849,0.00543432,0.008254224,0.3105496,0.1608616,0.004463081,0.007791241,0.003044647,0.4719165],"genre_scores_gemma":[0.05405948,0.00198149,0.008542938,0.05221944,0.02322054,0.002450482,0.0070598,0.001212278,0.8492535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2122365,"threshold_uncertainty_score":0.7100018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07347184126901928,"score_gpt":0.5051155189930644,"score_spread":0.4316436777240451,"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."}}