{"id":"W4392697056","doi":"10.26685/urncst.583","title":"2024 NeuGeneration Case Competition: Neurodiversity","year":2024,"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":"","keywords":"Competition (biology); Psychology; Biology; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.01613305,0.0003864582,0.0003938728,0.001260294,0.007898214,0.009487784,0.002233845,0.005031423,0.1241169],"category_scores_gemma":[0.04129668,0.0005030342,0.0005901134,0.0009993869,0.004185762,0.004731999,0.0112178,0.005059749,0.01580426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009047241,"about_ca_system_score_gemma":0.01441305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01288091,"about_ca_topic_score_gemma":0.04221966,"domain_scores_codex":[0.9875435,0.005307244,0.0003510815,0.0008396367,0.00408144,0.001877263],"domain_scores_gemma":[0.9769529,0.00595365,0.0008716337,0.001408575,0.005227302,0.009586024],"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":[0.00003665154,0.00008300409,0.001069136,0.00004328684,0.000005749434,0.0006590631,0.001008929,0.0001434015,0.00009725413,0.07965748,0.8907775,0.0264187],"study_design_scores_gemma":[0.00002521078,0.0000417087,0.001412665,0.0001851274,0.000003038935,0.0007818461,0.00272681,0.0003692651,0.0001608263,0.02235407,0.9719183,0.000021075],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02188812,0.003353332,0.00731068,0.2975801,0.01775127,0.0005673546,0.000757727,0.0003575867,0.6504338],"genre_scores_gemma":[0.2245662,0.003258014,0.01188059,0.08432618,0.007370742,0.001394249,0.00165162,0.0006658075,0.6648866],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1241169,"threshold_uncertainty_score":0.4152125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4046961273921399,"score_gpt":0.5225663212047773,"score_spread":0.1178701938126374,"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."}}