{"id":"W4411632395","doi":"10.1111/jsr.70112","title":"Feasibility, Validity and Economic Impact of a Home‐Based Sleep Screening Test in the Detection of Sleep‐Related Breathing Disorders in Individuals Living With Spinal Cord Injury: A Multi‐Method Study and Cost‐Minimisation Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Sleep Research","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sciencetech (Canada); McMaster University; Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; University Health Network; University of Toronto; Health Sciences Centre","funders":"Rick Hansen Institute","keywords":"Polysomnography; Medicine; Physical therapy; Spinal cord injury; Sleep apnea; Prospective cohort study; Apnea; Anesthesia; Physical medicine and rehabilitation; Internal medicine; Spinal cord; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01696411,0.0002088811,0.0008697457,0.004437342,0.0001433671,0.00009785476,0.0002830611,0.000140878,0.00002003298],"category_scores_gemma":[0.003215773,0.0001477274,0.0001765816,0.003288483,0.0003808371,0.0003394721,0.0001905042,0.001514335,1.811347e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008010655,"about_ca_system_score_gemma":0.0002604893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003380039,"about_ca_topic_score_gemma":0.00255502,"domain_scores_codex":[0.9946274,0.002394832,0.001069178,0.0003940923,0.001084373,0.0004301396],"domain_scores_gemma":[0.9946033,0.003755662,0.0005291294,0.0003628137,0.0006000887,0.0001489703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002730622,0.001043142,0.9043561,0.0001364756,0.0008365826,0.00001443222,0.001640913,0.001571623,0.002631662,0.000001770578,2.877705e-7,0.08503642],"study_design_scores_gemma":[0.00545866,0.008303463,0.8709075,0.000310796,0.0004392905,0.00002756971,0.007287056,0.1067797,0.000342055,0.00005216142,2.289645e-7,0.00009147986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909793,0.0001555886,0.00692493,0.000237023,0.00001843953,0.001634798,0.00001670918,0.000004329781,0.00002887474],"genre_scores_gemma":[0.9975004,0.0000331342,0.002397693,0.000003957247,0.00001651759,0.00002652214,0.000002088122,0.00001749618,0.000002165611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1052081,"threshold_uncertainty_score":0.6579116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08321135019391437,"score_gpt":0.4551160721331758,"score_spread":0.3719047219392615,"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."}}