{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002416817,0.0005104566,0.000633346,0.0009390626,0.0004038746,0.001228167,0.0004478398,0.0006616334,0.001066349],"category_scores_gemma":[0.007516342,0.0002713468,0.0005941936,0.0007344147,0.0002346724,0.0007755946,0.0007474971,0.0008589706,0.0008937887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435563,"about_ca_system_score_gemma":0.0004438753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338545,"about_ca_topic_score_gemma":0.01331572,"domain_scores_codex":[0.9990034,0.0003887367,0.00009554507,0.0002656372,0.0001506181,0.00009610545],"domain_scores_gemma":[0.9955456,0.002718803,0.0002428464,0.0005157299,0.0006629192,0.0003140518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005100271,0.0004991235,0.9260159,0.00003909758,0.0001721285,0.00005516325,0.0001062968,0.005170939,0.001235873,0.00003559373,0.00119769,0.06496204],"study_design_scores_gemma":[0.00004248641,0.0005972595,0.7961161,0.00004499501,0.0001755665,0.0001497227,0.0006343508,0.1978504,0.002283883,0.0003952839,0.001659595,0.0000503184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966619,0.0001757045,0.001546858,0.0001225417,0.00003364729,0.00002341719,0.0007498771,0.00008650843,0.0005996735],"genre_scores_gemma":[0.9960889,0.00006121527,0.001487943,0.00003738301,0.00002247832,0.00001549412,0.001986344,0.00001105332,0.0002892254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01338545,"threshold_uncertainty_score":0.02661508,"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."}}