{"id":"W3202547215","doi":"10.1371/journal.pone.0257738","title":"Dreaming of the sleep lab","year":2021,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Hôpital du Sacré-Cœur de Montréal","funders":"National Institute of General Medical Sciences; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Nightmare; Psychology; Phenomenology (philosophy); Sleep (system call); Lucid dream; Anxiety; Cognitive psychology; Psychotherapist; Medicine; Psychiatry; Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001889966,0.000289689,0.0002501954,0.0007839063,0.001320156,0.001102497,0.0005720286,0.0003203145,0.002519876],"category_scores_gemma":[0.006222171,0.0002434475,0.0004744046,0.0004280148,0.001705606,0.00101058,0.001805636,0.0006941143,0.0002973347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009681604,"about_ca_system_score_gemma":0.001140813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01595628,"about_ca_topic_score_gemma":0.02850609,"domain_scores_codex":[0.9991944,0.0004440052,0.00005023459,0.0000730746,0.0001595006,0.00007871178],"domain_scores_gemma":[0.9977307,0.000612066,0.0004335895,0.0003826299,0.0004652939,0.000375827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002585776,0.0001605537,0.4145063,0.002007485,0.000691024,0.00458734,0.3177432,0.0008819298,0.06036812,0.005783837,0.01195339,0.178731],"study_design_scores_gemma":[0.00006989643,0.001478016,0.7096263,0.0007118233,0.0002276941,0.007353609,0.1938684,0.0008775454,0.008793412,0.002691068,0.07402758,0.000274625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784166,0.002955831,0.007709526,0.0007906643,0.00009643504,0.0001567796,0.0008957624,0.0001917002,0.008786717],"genre_scores_gemma":[0.994907,0.0006014378,0.001987693,0.0001297202,0.00001344768,0.0000401,0.0002563228,0.00001766413,0.002046602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01595628,"threshold_uncertainty_score":0.03172684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1107065743630455,"score_gpt":0.2711168653974851,"score_spread":0.1604102910344397,"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."}}