{"id":"W3153201461","doi":"10.1177/15357597211004549","title":"Proceedings of the Sleep and Epilepsy Workshop: Section 2 Comorbidities: Sleep Related Comorbidities of Epilepsy","year":2021,"lang":"en","type":"article","venue":"Epiliepsy currents/Epilepsy currents","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"BAND foundation","keywords":"Epilepsy; Sleep (system call); Sleep medicine; Medicine; Comorbidity; Workgroup; Circadian rhythm; Sleep disorder; Psychiatry; Neuroscience; Psychology; Insomnia; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008878672,0.0009546287,0.001866307,0.0005492196,0.0004912326,0.0001060304,0.0006641246,0.0005335642,0.001131742],"category_scores_gemma":[0.00116517,0.0007699965,0.0008664144,0.002011797,0.001378784,0.0005833289,0.0007434588,0.001668443,0.00005851089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000344158,"about_ca_system_score_gemma":0.0004026663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001129192,"about_ca_topic_score_gemma":0.00004022139,"domain_scores_codex":[0.992863,0.0003163324,0.002104916,0.001386631,0.002039006,0.001290139],"domain_scores_gemma":[0.9949008,0.0005319754,0.001102409,0.001166267,0.001572766,0.0007258119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006707296,0.003321261,0.9528369,0.001958182,0.001125792,0.00005142393,0.002032293,0.00001894511,0.003499642,0.002093073,0.01383861,0.01855311],"study_design_scores_gemma":[0.01681268,0.002018349,0.8882719,0.006385197,0.001838768,0.0008759811,0.006451741,0.002234278,0.05222245,0.003021638,0.01827186,0.001595144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980753,0.005589,0.00003709286,0.001033648,0.003979401,0.001820475,0.0005413643,0.0001711962,0.006074802],"genre_scores_gemma":[0.9930275,0.003353884,0.0003568884,0.0001072697,0.0004619943,0.0002123281,0.0004725206,0.0001346414,0.001872941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06456503,"threshold_uncertainty_score":0.9997814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511221252059859,"score_gpt":0.2906800876589182,"score_spread":0.2655678751383196,"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."}}