{"id":"W7119470286","doi":"10.1080/00325481.2025.2609392","title":"Consistency of objective and subjective evidence for the efficacy of lemborexant","year":2025,"lang":"en","type":"article","venue":"Postgraduate Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital du Sacré-Cœur de Montréal; Université Laval","funders":"","keywords":"Concordance; Consistency (knowledge bases); Perception; Internal consistency; MEDLINE; Affect (linguistics)","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":[0.0004601389,0.000125352,0.0003408354,0.00014631,0.00007645524,0.000001728841,0.0001481483,0.0000784765,0.00004880003],"category_scores_gemma":[0.001531593,0.00007093047,0.00007123612,0.0003783007,0.000898607,0.00002320113,0.00003212938,0.0001360373,0.000001904018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001368795,"about_ca_system_score_gemma":0.00006082435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001470103,"about_ca_topic_score_gemma":0.00005095113,"domain_scores_codex":[0.9990105,0.00009751717,0.0003614476,0.0002359393,0.0001234713,0.0001711045],"domain_scores_gemma":[0.9946505,0.004604683,0.0001732268,0.0002928325,0.0002469418,0.00003182213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0135456,0.001796179,0.1781067,0.001039458,0.01411908,0.00002669879,0.109848,0.00003755217,0.01602964,0.2721813,0.02880218,0.3644676],"study_design_scores_gemma":[0.01648818,0.002560224,0.930172,0.002152289,0.003339281,0.00002461725,0.02715426,0.0002458914,0.004021364,0.01231572,0.001257569,0.0002686224],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8481475,0.09381707,0.002811034,0.02201874,0.00214176,0.002435595,0.00002842526,0.00004376851,0.02855615],"genre_scores_gemma":[0.9980665,0.001006629,0.0000379052,0.0002748606,0.00003573027,0.00004246063,0.000003155762,0.000008769279,0.0005240286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7520653,"threshold_uncertainty_score":0.3310955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04817441984585525,"score_gpt":0.3738954372695367,"score_spread":0.3257210174236814,"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."}}