{"id":"W4405636866","doi":"10.1016/j.nsa.2024.104555","title":"Major depressive disorder with clinically relevant insomnia symptoms: overview of patient impact and clinical management according to European healthcare professionals","year":2024,"lang":"en","type":"article","venue":"Neuroscience Applied","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Health professionals; Insomnia; Health care; Psychiatry; Medicine; Psychology; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0006838772,0.0002234664,0.0003533996,0.0001645289,0.0001588038,0.00005105034,0.0003421938,0.00006423428,0.00002546169],"category_scores_gemma":[0.000008294751,0.0001522712,0.00008819415,0.0007321813,0.000124851,0.00009020729,0.0003397704,0.0003040628,0.00005488106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003412277,"about_ca_system_score_gemma":0.00009253997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000131234,"about_ca_topic_score_gemma":0.00004224788,"domain_scores_codex":[0.997081,0.0002362661,0.0008560214,0.00094637,0.0004184624,0.0004618189],"domain_scores_gemma":[0.9986506,0.0002470457,0.0002336124,0.0004681073,0.00004008294,0.0003605118],"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":[0.0025119,0.001692911,0.1332819,0.002364471,0.0001282501,0.0003189035,0.008138616,0.00002029269,0.0004955652,0.01637066,0.00250858,0.832168],"study_design_scores_gemma":[0.003140971,0.007756079,0.9462046,0.002083783,0.0002037938,0.00007475878,0.01200117,0.00008253731,0.00003620742,0.0004765617,0.02718444,0.0007550971],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899108,0.001536305,0.0000804512,0.001014276,0.001603817,0.00143962,0.00003937788,0.00008749461,0.00428783],"genre_scores_gemma":[0.9915971,0.0004285947,0.0002905328,0.007358718,0.00008492297,0.0001073037,0.000005061668,0.00003644633,0.00009131505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8314129,"threshold_uncertainty_score":0.6209439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0366214154760393,"score_gpt":0.4380646381971069,"score_spread":0.4014432227210676,"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."}}