{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006016165,0.0001165725,0.0003162493,0.0005372461,0.0004863432,0.0007147613,0.0002067613,0.0004189614,0.003008926],"category_scores_gemma":[0.004336601,0.0001116662,0.0003993926,0.0006979287,0.0002276013,0.0005213984,0.0002597517,0.0004298517,0.000243623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004716968,"about_ca_system_score_gemma":0.0005489225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002405028,"about_ca_topic_score_gemma":0.003947388,"domain_scores_codex":[0.9994966,0.0001426879,0.00009239476,0.00006656355,0.00009947787,0.0001022703],"domain_scores_gemma":[0.9979166,0.0005462841,0.0008841446,0.00003293793,0.0001886601,0.0004314012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004320982,0.00006410082,0.9957002,0.00001945217,0.00001744972,0.0002226234,0.00009224436,0.00003921309,0.0000589489,0.00001017339,0.0001915411,0.00354083],"study_design_scores_gemma":[0.000007292546,0.0002622279,0.9975286,0.00003101545,0.00001284173,0.0007490577,0.0009033064,0.0002001938,0.00005636277,0.00003066001,0.0002129559,0.000005541933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997925,0.0002698733,0.00007824552,0.000402778,0.00001222895,0.00001603999,0.000310929,0.000005040147,0.0009797354],"genre_scores_gemma":[0.999476,0.0001032328,0.00008411374,0.00008593428,0.00001361455,0.00001417864,0.0001370895,0.000001113685,0.00008473248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003008926,"threshold_uncertainty_score":0.01006585,"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."}}