{"id":"W2963998010","doi":"10.1016/j.bja.2019.05.044","title":"Characterisation and monitoring of postoperative respiratory depression: current approaches and future considerations","year":2019,"lang":"en","type":"review","venue":"British Journal of Anaesthesia","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Trevena; University of Toronto","keywords":"Medicine; Depression (economics); Intensive care medicine; Cardiorespiratory fitness; Respiratory system; Anesthesia; Physical therapy; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004383432,0.0002271672,0.001435563,0.0002174254,0.00008486922,0.00007158257,0.00005613098,0.0002296083,0.00001984459],"category_scores_gemma":[0.00005698801,0.0001973024,0.0002170227,0.00008278713,0.00006948379,0.0002306247,0.00002712888,0.0005643459,0.0000010345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003659926,"about_ca_system_score_gemma":0.0005404972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001648304,"about_ca_topic_score_gemma":5.5915e-7,"domain_scores_codex":[0.9983427,0.0001768444,0.0008614677,0.00021463,0.0002740481,0.0001303018],"domain_scores_gemma":[0.9984715,0.00004281285,0.0009350934,0.0001428383,0.0002325223,0.000175245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001476367,0.00004956429,0.001146145,0.003167243,0.00009031525,0.0002829492,0.0001242792,3.181727e-8,0.00001399738,0.00004938203,0.0001544068,0.9949069],"study_design_scores_gemma":[0.0006657358,0.0006087866,0.006361642,0.02590731,0.001072688,0.01059951,0.0003016951,6.386206e-7,0.00005500246,0.00002141057,0.9541874,0.0002181745],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02070834,0.9783793,0.00001163922,0.00005340843,0.000324835,0.0004631081,0.00001320004,0.000005299742,0.00004086089],"genre_scores_gemma":[0.001490153,0.9970503,0.0006347007,0.00004140909,0.0007163816,0.000008652047,0.000009701279,0.00003236945,0.0000163423],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9946887,"threshold_uncertainty_score":0.8045759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1164358526091146,"score_gpt":0.3349802614869841,"score_spread":0.2185444088778695,"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."}}