{"id":"W2067419027","doi":"10.4187/respcare.03600","title":"Cough Impairment and Risk of Postoperative Pulmonary Complications After Open Upper Abdominal Surgery","year":2015,"lang":"en","type":"article","venue":"Respiratory Care","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Medicine; Surgery; Abdominal surgery; Anesthesia","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":[0.0004076153,0.0001702508,0.0004534515,0.0001340338,0.00006066142,0.00002715755,0.00009954181,0.00009149989,0.00005710823],"category_scores_gemma":[0.0001445411,0.0001448482,0.0001102324,0.0001626828,0.0001376517,0.0002251627,0.0001818713,0.0001716026,0.00002658526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597007,"about_ca_system_score_gemma":0.0005085214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001217366,"about_ca_topic_score_gemma":0.00003526653,"domain_scores_codex":[0.9986722,0.0001859769,0.0003682919,0.0003254763,0.0002501832,0.0001978669],"domain_scores_gemma":[0.9984534,0.0001985037,0.0001447415,0.0004700719,0.0004751832,0.0002581144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001182344,0.0001780862,0.9776236,0.0001653049,0.0001154397,0.0001539443,0.002236576,0.00000811932,0.002956713,0.00001097696,0.0053509,0.01001801],"study_design_scores_gemma":[0.0008439702,0.0003839398,0.9502673,0.0004526442,0.0001437332,0.00009419607,0.003452022,0.00001140144,0.01441329,0.00003179333,0.02964141,0.0002642901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908553,0.004919498,0.00004462352,0.0002276514,0.0001477705,0.0006285314,0.0001637773,0.00002440983,0.002988389],"genre_scores_gemma":[0.9975674,0.00008570225,0.0005180174,0.001373724,0.00006464379,0.000189241,0.00003221199,0.00002734264,0.0001417385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02735627,"threshold_uncertainty_score":0.5906738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03472182219857334,"score_gpt":0.3036937482476097,"score_spread":0.2689719260490364,"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."}}