{"id":"W1972036611","doi":"10.1016/j.jpsychires.2008.01.003","title":"REM sleep EEG spectral analysis in patients with first-episode schizophrenia","year":2008,"lang":"en","type":"article","venue":"Journal of Psychiatric Research","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Institut universitaire en santé mentale de Montréal","funders":"","keywords":"Electroencephalography; Schizophrenia (object-oriented programming); Spectral analysis; Psychology; Audiology; Sleep (system call); Psychiatry; Neuroscience; Medicine; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001038563,0.0001592514,0.0003974109,0.00253366,0.000291335,0.00008639308,0.000880503,0.00007233163,0.00009951671],"category_scores_gemma":[0.000364312,0.000109763,0.0002130434,0.005153561,0.000226132,0.0003032574,0.00009021322,0.001137816,0.00003340928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263696,"about_ca_system_score_gemma":0.0001341918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008310736,"about_ca_topic_score_gemma":0.0002930243,"domain_scores_codex":[0.9961352,0.0004493553,0.0006552446,0.0003618067,0.001816889,0.0005814988],"domain_scores_gemma":[0.9982776,0.0005564687,0.0002945033,0.0003400409,0.0003146221,0.0002167582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001445137,0.0006699739,0.9865023,0.00002065117,0.00008969612,0.0002112404,0.0004283317,0.003430794,0.0001161832,0.0001102774,0.006444936,0.0005304464],"study_design_scores_gemma":[0.002790891,0.001733001,0.9917644,0.00003448288,0.00004504852,0.00007940717,0.00003874252,0.001374513,0.0009718052,0.0003718451,0.000620502,0.0001753121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967476,0.0001581587,0.0003389621,0.001256422,0.0002896313,0.0001652682,0.000003874773,0.000009648605,0.001030503],"genre_scores_gemma":[0.9963773,0.0001434939,0.002968356,0.00006311158,0.0002525126,0.00000203062,5.003465e-7,0.00001654724,0.0001760716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005824434,"threshold_uncertainty_score":0.4943309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03814989107498076,"score_gpt":0.3198513681060436,"score_spread":0.2817014770310629,"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."}}