{"id":"W3115660841","doi":"10.3390/jcm10010011","title":"The Role of Sleep Disturbance, Depression and Anxiety in Frail Patients with AF–Gender Differences","year":2020,"lang":"en","type":"article","venue":"Journal of Clinical Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Anxiety; Depression (economics); Hospital Anxiety and Depression Scale; Internal medicine; Sleep disorder; Insomnia; Atrial fibrillation; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000322712,0.0002303123,0.0002359326,0.0005671532,0.0002533773,0.0003456253,0.000126127,0.0002662407,0.001758958],"category_scores_gemma":[0.001201792,0.00008939119,0.0004480518,0.000339902,0.00018663,0.0002335592,0.0002701712,0.0002408015,0.0001247347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001618418,"about_ca_system_score_gemma":0.0001994733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052247,"about_ca_topic_score_gemma":0.003246218,"domain_scores_codex":[0.999838,0.00004071351,0.00001887515,0.00003204952,0.00003353764,0.00003688311],"domain_scores_gemma":[0.9995903,0.00008530823,0.0001802508,0.00001943963,0.00003784945,0.00008674664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002263988,0.00002574232,0.9955687,0.00001404978,0.00006293612,0.0001134259,0.00009809602,0.00002325567,0.000220938,0.00001804351,0.00004933952,0.003578937],"study_design_scores_gemma":[0.000003540521,0.0000825332,0.9993818,0.000006524242,0.00001615542,0.0002641102,0.00008718897,0.00005647669,0.00001616783,0.00002979302,0.00005395621,0.000001668054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982865,0.001090487,0.00005000253,0.00005377919,0.000009735809,0.000003321464,0.000102684,0.00000100311,0.0004023157],"genre_scores_gemma":[0.9996399,0.0001532168,0.00002616108,0.00001494369,0.00001107249,0.000001827652,0.00007075391,3.168964e-7,0.00008184351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002052247,"threshold_uncertainty_score":0.00588429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07180370493340618,"score_gpt":0.3692823550608046,"score_spread":0.2974786501273985,"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."}}