{"id":"W2610138142","doi":"10.1093/sleepj/zsx050.794","title":"0795 IMPORTANCE OF SLEEP DATA IN PREDICTING  NEXT-DAY STRESS, HAPPINESS, AND HEALTH IN COLLEGE STUDENTS","year":2017,"lang":"en","type":"article","venue":"SLEEP","topic":"Cardiovascular Health and Risk Factors","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Happiness; Actigraphy; Perceived Stress Scale; Psychology; Bedtime; Clinical psychology; Stress (linguistics); Medicine; Psychiatry; Insomnia; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001641648,0.0001417944,0.0006173226,0.0001254248,0.000128159,0.00002391426,0.000396362,0.00009072969,0.00001188865],"category_scores_gemma":[0.0003576179,0.0001243366,0.00004799985,0.0001298439,0.00009502792,0.0002495036,0.000368398,0.0002764239,0.000001653767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009450035,"about_ca_system_score_gemma":0.00018229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004932915,"about_ca_topic_score_gemma":0.01207897,"domain_scores_codex":[0.9982049,0.00006940253,0.0005442522,0.0004109285,0.0004016695,0.0003687763],"domain_scores_gemma":[0.9980222,0.00003069126,0.0002923301,0.001406497,0.00003820603,0.0002100876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005624683,0.0001404186,0.9885459,0.0003966131,0.00004377491,0.00007349438,0.0003504306,0.0000057919,0.000008737216,0.00001872556,0.0001908547,0.010169],"study_design_scores_gemma":[0.003369,0.00007005076,0.992985,0.0004905091,0.0000285322,0.00001320186,0.0004261626,0.00118334,0.00001424771,0.00002044659,0.001310831,0.00008868203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896404,0.007156292,0.00001658494,0.001572562,0.0003036983,0.0007891605,0.0002304791,0.00001587097,0.0002749118],"genre_scores_gemma":[0.9969029,0.0024501,0.0001272572,0.0001947618,0.0001393842,0.00001061588,0.0001264508,0.00001816636,0.0000303769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01008032,"threshold_uncertainty_score":0.7457125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0527969300369382,"score_gpt":0.3650486054998487,"score_spread":0.3122516754629105,"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."}}