{"id":"W4411320620","doi":"10.1111/jsr.70122","title":"Is Objective Short Sleep a Proxy for Frequent Insomnia?","year":2025,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Flinders University","keywords":"Insomnia; Sleep onset; Sleep onset latency; Sleep (system call); Primary Insomnia; Psychology; Audiology; Medicine; Psychiatry; Sleep disorder","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":[0.002584393,0.0001687007,0.000367456,0.001228392,0.0002781982,0.00007158635,0.0006069867,0.0003444764,0.0006736223],"category_scores_gemma":[0.0004675455,0.0001315922,0.0003355173,0.00106117,0.0002425915,0.0001460122,0.00009612112,0.001446362,0.0001110395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002552661,"about_ca_system_score_gemma":0.0002536996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007733798,"about_ca_topic_score_gemma":0.00001281332,"domain_scores_codex":[0.9972152,0.0003403931,0.0006676453,0.0003193376,0.0007433576,0.0007141007],"domain_scores_gemma":[0.9971823,0.0006778774,0.0001311019,0.0003694606,0.001452221,0.000187072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00726527,0.005526816,0.06197781,0.0002519069,0.01425476,0.0005193532,0.02177867,0.0001623364,0.003910829,0.03687097,0.4667632,0.3807181],"study_design_scores_gemma":[0.03660938,0.01143792,0.07004553,0.001397744,0.001720871,0.000559941,0.06113625,0.003219383,0.01602308,0.1202661,0.6759739,0.001609874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7077178,0.01494133,0.007730842,0.01726572,0.005022919,0.002831887,0.0000356857,0.00005666542,0.2443971],"genre_scores_gemma":[0.9920434,0.0002563229,0.0005483697,0.0005786877,0.0003704409,0.0001217098,0.000002410048,0.0000357321,0.006042932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3791083,"threshold_uncertainty_score":0.7375692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06494026974486478,"score_gpt":0.445083565625262,"score_spread":0.3801432958803972,"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."}}