{"id":"W4410482072","doi":"10.1093/sleep/zsaf090.0551","title":"0551 Consistency of Objective Results on Sleep Onset and Sleep Maintenance Parameters from Global Studies of Lemborexant","year":2025,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Sleep (system call); Consistency (knowledge bases); Psychology; Sleep onset; Medicine; Audiology; Insomnia; Psychiatry; Computer science; Artificial intelligence","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":[0.02978424,0.0007519689,0.001093602,0.001692982,0.0004002792,0.001861206,0.001004009,0.0007380898,0.005784049],"category_scores_gemma":[0.03750945,0.0002826114,0.001811857,0.001415185,0.001027993,0.001134112,0.00183355,0.0005069386,0.0009169727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005051693,"about_ca_system_score_gemma":0.0003698605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000897971,"about_ca_topic_score_gemma":0.002388261,"domain_scores_codex":[0.977255,0.01409151,0.003324624,0.002671441,0.002241617,0.0004157627],"domain_scores_gemma":[0.9487566,0.02569038,0.008560273,0.007759715,0.00854172,0.0006913384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02694726,0.0003142739,0.7749619,0.008469441,0.03678869,0.0002887191,0.001795202,0.0008774468,0.01324874,0.0009766346,0.007583275,0.1277485],"study_design_scores_gemma":[0.0009972577,0.002687979,0.9797035,0.0007932647,0.003198476,0.0002671652,0.000599549,0.000207863,0.002511454,0.0004752992,0.008509489,0.00004851178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8705623,0.05872232,0.007922791,0.001425009,0.0008251145,0.001378525,0.02110996,0.0002389305,0.03781503],"genre_scores_gemma":[0.9880597,0.001776767,0.001479298,0.001034884,0.000192066,0.0003565377,0.005764002,0.00007253534,0.00126424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02978424,"threshold_uncertainty_score":0.1575159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01966129323552343,"score_gpt":0.3139562558145591,"score_spread":0.2942949625790357,"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."}}