{"id":"W4394977810","doi":"10.1093/sleep/zsae067.0339","title":"0339 The Perception of the Negative Impact of Workload and Study Load in Canadian University Students","year":2024,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Workload; Perception; Psychology; Medicine; Clinical psychology; Audiology; Computer science; Neuroscience","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002707943,0.00007252783,0.00009595278,0.00009413231,0.00005420363,0.0000104323,0.0002175132,0.00006461379,0.0002908891],"category_scores_gemma":[0.00001571603,0.00004325669,0.00005711441,0.0004662102,0.00009660974,0.00003757441,0.00004718346,0.0002093242,0.0000194743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267585,"about_ca_system_score_gemma":0.00008504727,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3839487,"about_ca_topic_score_gemma":0.3075261,"domain_scores_codex":[0.999259,0.0002083018,0.000106861,0.0001402078,0.0001336738,0.0001519498],"domain_scores_gemma":[0.9996145,0.00007213224,0.00003308877,0.0002048802,0.00002833251,0.00004700852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004485415,0.0001113891,0.9411045,0.000001376109,0.0002346768,0.00001508919,0.04346836,0.00004939312,0.00001348514,0.0001244229,0.0002773187,0.01455511],"study_design_scores_gemma":[0.0005226188,0.0001141537,0.977199,0.00007901676,0.00006260003,7.669576e-7,0.02189526,0.00002406873,0.000001799422,0.00002870731,0.00002852049,0.00004349869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942685,0.0003064183,0.00000129757,0.0001782966,0.0002680317,0.0003565481,0.0000163131,0.000006483853,0.004598134],"genre_scores_gemma":[0.999763,0.00001328865,0.00000141146,0.00001257154,0.00001425098,0.000001592385,5.371479e-7,0.000005466909,0.0001879124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07642269,"threshold_uncertainty_score":0.7051098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218048669613079,"score_gpt":0.3098135201211032,"score_spread":0.2976330334249724,"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."}}