{"id":"W4410323892","doi":"10.21203/rs.3.rs-6605970/v1","title":"Physiological and Cognitive Effects of Alarm Waking and Circadian Disruption: A Case Study on Heart Rate, Core Temperature, and Vigilance","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Vigilance (psychology); Circadian rhythm; ALARM; Psychology; Core temperature; Cognition; Heart rate; Audiology; Cognitive psychology; Medicine; Neuroscience; Internal medicine; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008943445,0.0003147808,0.0005844456,0.0003561389,0.0003161665,0.00009579856,0.000117615,0.0006227346,0.00002487839],"category_scores_gemma":[0.0004736752,0.0002615823,0.00005975569,0.0003660162,0.0004587423,0.00003582203,0.0005561283,0.002365634,0.000005959526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003434514,"about_ca_system_score_gemma":0.00006445662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004411179,"about_ca_topic_score_gemma":0.00006870873,"domain_scores_codex":[0.9964829,0.001457491,0.0002720703,0.001020729,0.0002989185,0.0004678676],"domain_scores_gemma":[0.9964916,0.002527699,0.00007843477,0.00041348,0.000280896,0.0002079283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004355754,0.006111432,0.8010014,0.006700533,0.003956011,0.03819544,0.0677428,0.00002342445,0.003160015,0.004258815,0.003674185,0.06082023],"study_design_scores_gemma":[0.004660122,0.004215896,0.9584649,0.01134727,0.0001922851,0.0002623179,0.01960773,0.0000311055,0.0002633378,0.0003812909,0.00003160367,0.000542153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989513,0.00650822,0.000002974071,0.0001274203,0.000231428,0.002759379,0.0001147575,0.00003880862,0.0007040389],"genre_scores_gemma":[0.9988505,0.0003115783,0.00001109946,0.00008325087,0.0001190056,0.000451377,0.00004290966,0.00002075462,0.0001095157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1574635,"threshold_uncertainty_score":0.9999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09525386390685313,"score_gpt":0.4580887572228658,"score_spread":0.3628348933160127,"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."}}