{"id":"W3014835237","doi":"10.1186/s41606-019-0041-7","title":"Abnormal behaviors during sleep from the viewpoint of sleep epileptology: current and future perspectives on diagnosis","year":2020,"lang":"en","type":"article","venue":"Sleep Science and Practice","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Università di Bologna; McGill University; University of Minnesota","keywords":"Non-rapid eye movement sleep; Psychology; Sleep (system call); Epilepsy; Neuroscience; Polysomnography; Psychiatry; Medicine; Eye movement; Electroencephalography; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006978762,0.0001503752,0.0002330877,0.00006669418,0.0003797115,0.00005983761,0.0001639532,0.00004413703,0.000159437],"category_scores_gemma":[0.001783329,0.00009241283,0.00004686526,0.0004558454,0.0007621734,0.0004890245,0.0001545798,0.0004171139,0.000018519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005712028,"about_ca_system_score_gemma":0.00008743168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001276344,"about_ca_topic_score_gemma":0.00001039627,"domain_scores_codex":[0.9981809,0.0001618812,0.0001903623,0.0004863583,0.0006683613,0.0003121479],"domain_scores_gemma":[0.9981779,0.0008414312,0.0001281784,0.0002530014,0.0002502695,0.0003492533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003306234,0.001736704,0.5848297,0.0001440575,0.0002933725,0.0003017277,0.0431174,0.000006171658,0.004673928,0.002844402,0.0004579469,0.3582883],"study_design_scores_gemma":[0.002310829,0.002329706,0.9383696,0.00009533676,0.0005170514,0.0001179069,0.03198765,0.0002351536,0.005568345,0.0000590268,0.0181974,0.0002119873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9146214,0.01069863,0.000009280723,0.07308913,0.0001363271,0.000429331,0.00002493135,0.00001804367,0.0009729219],"genre_scores_gemma":[0.9872153,0.01107804,0.0003405529,0.0009707524,0.0003319846,0.00004835022,0.000004061497,0.000007745063,0.000003201359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3580763,"threshold_uncertainty_score":0.3768486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02907515371370394,"score_gpt":0.3405036740952251,"score_spread":0.3114285203815211,"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."}}