{"id":"W4410995009","doi":"10.26685/urncst.917","title":"2025 National NeuGeneration Case Competition: Neurodegenerative Diseases","year":2025,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"McMaster University; Wilfrid Laurier University; McGill University","keywords":"Competition (biology); Business; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007400586,0.0007402844,0.0007012656,0.001108172,0.003944526,0.005871528,0.002614757,0.007004969,0.3135619],"category_scores_gemma":[0.01543763,0.0005289922,0.0008862891,0.0007370843,0.00124068,0.002074437,0.006492888,0.004904342,0.08280978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005860711,"about_ca_system_score_gemma":0.01343255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03262451,"about_ca_topic_score_gemma":0.1431725,"domain_scores_codex":[0.9958506,0.0007334916,0.0001412301,0.0003402483,0.001810496,0.001123912],"domain_scores_gemma":[0.9770511,0.00185169,0.0005045256,0.0007024871,0.004701162,0.015189],"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":[0.00002355359,0.00002817141,0.0001593625,0.00001247419,0.000001634915,0.00008701919,0.00001604598,0.00001799426,0.00004141494,0.001111055,0.9939725,0.004528847],"study_design_scores_gemma":[0.00003939947,0.00004202023,0.001616407,0.00007015756,0.000001793693,0.0001437461,0.0001792548,0.000103756,0.0000590929,0.0008965778,0.9968369,0.00001091731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009671642,0.006724034,0.003208441,0.2484585,0.09892225,0.001604736,0.01489149,0.001448713,0.6150702],"genre_scores_gemma":[0.02145695,0.002460177,0.002382331,0.04676206,0.01488734,0.0007509532,0.010283,0.0006623449,0.900355],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3135619,"threshold_uncertainty_score":0.9791207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3596860082598862,"score_gpt":0.5419357692869947,"score_spread":0.1822497610271085,"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."}}