{"id":"W4362014532","doi":"10.47611/jsrhs.v11i3.3662","title":"Sleep EEG as a Tool for Exploring Mechanisms of Schizophrenia","year":2022,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Earl Haig Secondary School","funders":"","keywords":"Non-rapid eye movement sleep; Electroencephalography; Synaptic pruning; Schizophrenia (object-oriented programming); Psychology; Delta wave; Sleep (system call); Psychosis; Neuroimaging; Audiology; Eye movement; Sleep spindle; Slow-wave sleep; Neuroscience; Psychiatry; Medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001246674,0.0005655497,0.0004204089,0.004475931,0.0003726222,0.0008539521,0.0004102204,0.0006340351,0.002626332],"category_scores_gemma":[0.001034407,0.0002102729,0.0004236382,0.001696126,0.0008195263,0.001175113,0.0006777779,0.000924915,0.0003222497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004087057,"about_ca_system_score_gemma":0.000547196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001724621,"about_ca_topic_score_gemma":0.002585885,"domain_scores_codex":[0.9997279,0.0001366866,0.0000243393,0.00003331417,0.00005101758,0.00002673702],"domain_scores_gemma":[0.9994507,0.0002348809,0.0001121854,0.00005165876,0.00009409209,0.00005630602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002403052,0.0007619365,0.1863654,0.004144604,0.0003876711,0.003240363,0.003244891,0.001075926,0.1819134,0.02488973,0.004937594,0.5866355],"study_design_scores_gemma":[0.0002664394,0.006875249,0.8290434,0.002882055,0.0006557262,0.01069446,0.008241759,0.006193294,0.03351027,0.03177039,0.06960998,0.000256839],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6252007,0.2626898,0.05343948,0.003810578,0.001209667,0.0008197438,0.002805777,0.0008493062,0.04917488],"genre_scores_gemma":[0.8451292,0.1064686,0.0405586,0.0008782342,0.0008530585,0.0005739318,0.0005900292,0.00008068254,0.004867685],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.004475931,"threshold_uncertainty_score":0.008785963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3109591543342332,"score_gpt":0.4481801822196564,"score_spread":0.1372210278854233,"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."}}