{"id":"W3158817582","doi":"10.1093/sleep/zsab072.428","title":"429 What are Patient Characteristics, Nursing Interventions and Patient Outcomes for Patients with Difficulty Adapting to CPAP?","year":2021,"lang":"en","type":"article","venue":"SLEEP","topic":"Aging, Elder Care, and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Psychological intervention; Nursing Interventions Classification; Nursing; Nursing management; Continuous positive airway pressure; Troubleshooting; Referral; Obstructive sleep apnea; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007435375,0.0001859269,0.0003643209,0.00005404157,0.0009030201,0.00006862699,0.00006540081,0.00009887962,0.00007853391],"category_scores_gemma":[0.0003017424,0.0001528408,0.0001065848,0.0001008244,0.00003896494,0.000206379,0.0001024118,0.0002100312,0.00001542078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001460365,"about_ca_system_score_gemma":0.00004006777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003984594,"about_ca_topic_score_gemma":0.000296561,"domain_scores_codex":[0.9983667,0.0001505743,0.0004840939,0.0003382995,0.0002284173,0.0004319573],"domain_scores_gemma":[0.9985098,0.0001709256,0.0003152929,0.0002076755,0.0006078972,0.000188406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000898654,0.0006637308,0.6757031,0.0003325355,0.0001016302,0.000008250878,0.1357433,0.000002994775,0.000009315229,0.000263329,0.002134475,0.1849475],"study_design_scores_gemma":[0.001366372,0.0004980547,0.6652706,0.004912973,0.0001325454,3.321517e-7,0.3198969,0.00004193853,0.00002293259,0.0001707291,0.007287178,0.0003995109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943703,0.0003225536,0.0009089416,0.001245991,0.001571475,0.001120317,0.0001694134,0.00006652728,0.0002245083],"genre_scores_gemma":[0.9960344,0.00002286451,0.0009738617,0.002174967,0.00009794387,0.0002121318,0.0002270225,0.00003478637,0.0002219541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.184548,"threshold_uncertainty_score":0.6945392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03635967282688114,"score_gpt":0.3649320355962116,"score_spread":0.3285723627693305,"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."}}