{"id":"W4417176049","doi":"10.1186/s41606-025-00159-2","title":"Patient preferences for the benefits and risks of insomnia medication in a clinical trial and real-world setting","year":2025,"lang":"en","type":"article","venue":"Sleep Science and Practice","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Lakehead University; Adler; START Clinic","funders":"Idorsia Pharmaceuticals","keywords":"Insomnia; Clinical trial; Population; Randomized controlled trial; Chronic insomnia; Preference; Cohort","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":[0.04919345,0.0005287361,0.001118178,0.000406527,0.0005693595,0.001860452,0.000578992,0.001643832,0.005151472],"category_scores_gemma":[0.08219706,0.0003340059,0.002033981,0.0006582785,0.001551614,0.001458094,0.0008347057,0.001636781,0.0004162202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008561813,"about_ca_system_score_gemma":0.00105732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002830156,"about_ca_topic_score_gemma":0.0004239213,"domain_scores_codex":[0.9171012,0.07590371,0.002496454,0.001736106,0.002258639,0.0005039677],"domain_scores_gemma":[0.9089734,0.06398296,0.01862785,0.004177335,0.00171768,0.002520813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5581441,0.0406209,0.216028,0.005867756,0.01247083,0.0008373561,0.004321868,0.01117943,0.006575948,0.005778909,0.008320105,0.1298548],"study_design_scores_gemma":[0.2010037,0.3830137,0.3247434,0.002120385,0.006345543,0.001795757,0.004545169,0.03187406,0.008372396,0.01725351,0.01804331,0.0008891272],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906646,0.001389036,0.002648719,0.000901787,0.00009037711,0.001506728,0.0006297127,0.00001844779,0.002150592],"genre_scores_gemma":[0.9942398,0.0001815548,0.002606941,0.0004843178,0.00006019198,0.00199515,0.0002418302,0.000003402361,0.0001867333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04919345,"threshold_uncertainty_score":0.2601629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1141230903599929,"score_gpt":0.4627559301187052,"score_spread":0.3486328397587124,"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."}}