{"id":"W1614805320","doi":"10.1016/j.sleep.2015.08.007","title":"REM dream activity of insomnia sufferers: a systematic comparison with good sleepers","year":2015,"lang":"en","type":"article","venue":"Sleep Medicine","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut Universitaire en Santé Mentale de Québec; University of Ottawa; Université Laval","funders":"Canadian Institutes of Health Research","keywords":"Dream; Psychology; Content (measure theory); Recall; Nightmare; Insomnia; Polysomnography; Sleep (system call); Happiness; Audiology; Developmental psychology; Clinical psychology; Psychiatry; Psychotherapist; Cognitive psychology; Medicine; Electroencephalography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009180966,0.0002392236,0.0008441749,0.0002699035,0.00008274999,0.00001905021,0.0004972396,0.00008936609,0.0000597275],"category_scores_gemma":[0.00245661,0.0001483778,0.00004940332,0.0008746416,0.0005646351,0.0001969176,0.00009502829,0.0003466364,0.00005588669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139475,"about_ca_system_score_gemma":0.0000928943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002445941,"about_ca_topic_score_gemma":0.0000425173,"domain_scores_codex":[0.9965906,0.0004897608,0.0004407192,0.0004542188,0.001577895,0.0004468346],"domain_scores_gemma":[0.9978096,0.0006465025,0.000274756,0.0006736428,0.000200916,0.0003945264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01054116,0.009018403,0.1910428,0.05046082,0.001095485,0.001262958,0.05751582,0.001319257,0.5983163,0.02646436,0.01051125,0.04245145],"study_design_scores_gemma":[0.02387138,0.01155548,0.01051998,0.0139122,0.0008083148,0.0003484316,0.01609063,0.0308293,0.8889773,0.0006148637,0.001131381,0.001340783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827373,0.0002476512,0.001686976,0.0009481855,0.0003549694,0.0009807104,0.000006526731,0.0001005293,0.01293713],"genre_scores_gemma":[0.9993055,0.000009237933,0.00004834914,0.0001345996,0.0001166462,0.00006385506,0.000002407637,0.00002936142,0.0002900265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.290661,"threshold_uncertainty_score":0.6050669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031986652758505,"score_gpt":0.3392441869510592,"score_spread":0.2360455216752087,"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."}}