{"id":"W4286206327","doi":"10.1016/j.sleep.2022.05.496","title":"Strengths of Associations Between Potential Risk Factors and Depressive Symptoms Across Levels of Sleep Quality in University Students: A Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Cross-sectional study; Sleep quality; Depressive symptoms; Quality (philosophy); Medicine; Psychology; Sleep (system call); Environmental health; Clinical psychology; Gerontology; Psychiatry; Anxiety; Insomnia; Computer science; Physics; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001144459,0.0001589327,0.0004726555,0.000219619,0.0003063211,0.000005626367,0.000330697,0.0001340688,0.000768848],"category_scores_gemma":[0.0003152914,0.0001460142,0.00008144521,0.0005248932,0.0003187867,0.00006981431,0.0002719875,0.0005168251,0.000001206068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001283312,"about_ca_system_score_gemma":0.00002016909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008933702,"about_ca_topic_score_gemma":0.0003925018,"domain_scores_codex":[0.997172,0.0008212766,0.000646228,0.000378871,0.0007200009,0.0002616373],"domain_scores_gemma":[0.998176,0.0007521828,0.0006169511,0.0002553241,0.0001185287,0.00008100604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001432948,0.001263766,0.9754547,0.000005103473,0.001957105,0.00001267444,0.0192611,0.0005763366,0.00002330068,0.0000613454,0.00001381945,0.0012274],"study_design_scores_gemma":[0.01024806,0.0005803669,0.951447,0.000005485337,0.0002954022,8.080904e-7,0.03720725,0.00001241376,0.000006347394,0.00006992737,0.00001338901,0.0001135242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966404,0.0002097251,0.0001006502,0.00003280248,0.0006227212,0.0004542717,0.001699731,0.0000217889,0.0002179164],"genre_scores_gemma":[0.9997211,0.00001086278,0.000002163602,0.00000754732,0.00004512433,0.000005681038,0.00009546353,0.00001191467,0.0001001795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02400774,"threshold_uncertainty_score":0.9976659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02527876481383394,"score_gpt":0.3725509230180496,"score_spread":0.3472721582042156,"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."}}