{"id":"W4402675269","doi":"10.26685/urncst.721","title":"The 2024 ASPIRE Research Program Symposium Abstract Booklet","year":2024,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Queen's University","funders":"","keywords":"Library science; Medical education; Computer science; Medicine","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":[0.004875519,0.001314294,0.001178653,0.002113268,0.00139928,0.005815015,0.001628719,0.002754321,0.5639598],"category_scores_gemma":[0.01334015,0.0009302265,0.0008913165,0.001207149,0.0005175477,0.002853984,0.003245376,0.004311919,0.3703629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001733723,"about_ca_system_score_gemma":0.003613211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009655461,"about_ca_topic_score_gemma":0.002716118,"domain_scores_codex":[0.9979081,0.0003907634,0.0001209444,0.0002250889,0.001179944,0.0001750924],"domain_scores_gemma":[0.9855392,0.002603032,0.0008715186,0.0005791696,0.006239479,0.004167628],"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":[0.00002007897,0.00002167868,0.00001432263,0.00008129489,8.312762e-7,0.00001677906,0.00002156312,0.00001962316,0.0001235693,0.0004701002,0.9893527,0.009857517],"study_design_scores_gemma":[0.00001525276,0.00004992037,0.0001458436,0.0001173319,9.336988e-7,0.00003139959,0.0000468164,0.00002829791,0.00008035864,0.0006324091,0.9988444,0.000007010459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001679436,0.005395724,0.01099574,0.06607278,0.204045,0.004964345,0.01918211,0.007411285,0.6802536],"genre_scores_gemma":[0.003194428,0.002887165,0.005589093,0.009942469,0.03064203,0.002778559,0.008895083,0.001609916,0.9344612],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5639598,"threshold_uncertainty_score":0.6219584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07559911823109233,"score_gpt":0.4625895296816385,"score_spread":0.3869904114505462,"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."}}