{"id":"W2605371611","doi":"10.1371/journal.pone.0174451","title":"The “DOC” screen: Feasible and valid screening for depression, Obstructive Sleep Apnea (OSA) and cognitive impairment in stroke prevention clinics","year":2017,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton General Hospital; Public Health Ontario; St. Michael's Hospital; Ontario Brain Institute; Sunnybrook Health Science Centre; Heart and Stroke Foundation; Ontario Stroke Network; Health Sciences Centre; Hamilton Health Sciences; University of Toronto","funders":"Canadian Institutes of Health Research; University of Toronto; Heart and Stroke Foundation of Canada","keywords":"Obstructive sleep apnea; Medicine; Depression (economics); Cognitive impairment; Stroke (engine); Sleep apnea; Cognition; Ischemic stroke; Psychiatry; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002704613,0.0004752183,0.0006916747,0.001620301,0.0004424713,0.0007857393,0.0007166584,0.0006818408,0.003388691],"category_scores_gemma":[0.005354167,0.0003225214,0.0004724037,0.0009975976,0.000279646,0.0005285942,0.0009852115,0.0005000896,0.00110282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004216762,"about_ca_system_score_gemma":0.0007526701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003974721,"about_ca_topic_score_gemma":0.01146749,"domain_scores_codex":[0.9976516,0.000993636,0.0003773152,0.0002183648,0.0005520423,0.0002069626],"domain_scores_gemma":[0.9962898,0.0008507535,0.001396165,0.0001254458,0.00075296,0.0005848237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001213003,0.0009637212,0.9496633,0.000251565,0.00007953559,0.0002718422,0.000281625,0.0001469513,0.00157502,0.00009109109,0.009599307,0.0358629],"study_design_scores_gemma":[0.0001814487,0.001045094,0.9955693,0.00005359109,0.00003072838,0.0006595335,0.0001103486,0.0004889742,0.0002433504,0.00004375362,0.001560246,0.00001360506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.974336,0.0008291033,0.001851519,0.0006881752,0.00009430248,0.003293151,0.01040504,0.0001818824,0.008320796],"genre_scores_gemma":[0.9810715,0.0004133885,0.007132312,0.0005470773,0.0001177966,0.002376908,0.006347877,0.00001791202,0.001975267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003974721,"threshold_uncertainty_score":0.01430357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09188041250196431,"score_gpt":0.3636717401158266,"score_spread":0.2717913276138623,"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."}}