{"id":"W2978469251","doi":"10.1007/s10877-019-00391-z","title":"Pre-apneic capnography waveform abnormalities during procedural sedation and analgesia","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Monitoring and Computing","topic":"Anesthesia and Sedative Agents","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"National Health and Medical Research Council; Wesley Medical Research","keywords":"Capnography; Medicine; Anesthesia; Sedation; Fentanyl; Apnea","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":[0.0007528868,0.000107836,0.0004369806,0.0001082173,0.00009204513,0.00003838773,0.00004935194,0.00007936515,0.000003618881],"category_scores_gemma":[0.0001251801,0.00007986815,0.0001240849,0.00009013914,0.00005319583,0.000176909,0.00003473893,0.0003800702,0.000001254254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001260864,"about_ca_system_score_gemma":0.00004003854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000617648,"about_ca_topic_score_gemma":8.133699e-8,"domain_scores_codex":[0.9986426,0.00006026939,0.0007645853,0.000134181,0.0002358758,0.0001624441],"domain_scores_gemma":[0.9989434,0.0002149905,0.0004461165,0.00007577928,0.0001512643,0.0001684236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000247706,0.00004291331,0.9887813,0.0001824454,0.00008281608,0.0000314463,0.0006631604,0.00001369414,0.0002519432,0.00001725841,0.000005193774,0.009680109],"study_design_scores_gemma":[0.001495252,0.0006184667,0.9939427,0.0006477694,0.00007423839,0.0004971855,0.00122626,0.0008408772,0.0004455548,0.00003999719,0.00008879852,0.00008293022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987341,0.0003730787,0.00005559736,0.0002114739,0.0003596072,0.00009624848,1.447682e-7,0.00001300978,0.0001567363],"genre_scores_gemma":[0.9976175,0.0002153748,0.0009535536,0.00004889972,0.001035682,2.465126e-7,4.696672e-7,0.000009596833,0.0001186638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009597179,"threshold_uncertainty_score":0.3256929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03131889748299777,"score_gpt":0.3546774821644939,"score_spread":0.3233585846814961,"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."}}