{"id":"W4414488980","doi":"10.70070/tmt9mz58","title":"The Predictive Value of Sleep Disturbance, REM Latency, and Chronotype on the Onset of Major Depressive Episodes: A Systematic Review","year":2025,"lang":"en","type":"article","venue":"The International Journal of Medical Science and Health Research","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chronotype; Evening; Depression (economics); Cohort; Sleep disorder; Major depressive disorder; Prospective cohort study; Cohort study; Systematic review","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03613903,0.00006020706,0.0003023911,0.0001251659,0.0005730533,0.00002788683,0.001302135,0.00003553548,0.0000238862],"category_scores_gemma":[0.009630983,0.00002288345,0.00003605372,0.0004258884,0.002065133,0.00004124552,0.0002293113,0.0006299482,0.000002100449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001186347,"about_ca_system_score_gemma":0.001480537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004898981,"about_ca_topic_score_gemma":0.00005211011,"domain_scores_codex":[0.9950868,0.0009112486,0.0007216369,0.0001297739,0.002860914,0.000289623],"domain_scores_gemma":[0.9930977,0.005026548,0.0004247081,0.000198625,0.001110138,0.0001422874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001679289,0.0006070968,0.01311093,0.04480515,0.001198945,0.00007806189,0.01532646,0.000005317574,0.00002372241,0.6619945,0.1741347,0.08703582],"study_design_scores_gemma":[0.004072332,0.005213309,0.5138981,0.384249,0.0002539185,0.0005849028,0.01416583,0.00400555,0.0001962477,0.06364886,0.009448164,0.0002638357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08541324,0.165625,0.0001770901,0.7439961,0.000794869,0.001185004,0.0000122805,0.000002976406,0.002793353],"genre_scores_gemma":[0.9335614,0.0607847,0.000007543027,0.005390667,0.00008270644,0.00003127727,1.5042e-7,0.000002239359,0.0001392865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8481482,"threshold_uncertainty_score":0.9987113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0946271975653643,"score_gpt":0.5061858017399192,"score_spread":0.4115586041745549,"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."}}