{"id":"W1996008708","doi":"10.1001/archoto.2010.228","title":"Automated Cuff Pressure Modulation","year":2011,"lang":"en","type":"article","venue":"Archives of Otolaryngology - Head and Neck Surgery","topic":"Airway Management and Intubation Techniques","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Cuff; Intubation; Medicine; Airway; Anesthesia; Mechanical ventilation; Ventilation (architecture); Expiration; Surgery; Respiratory system; Internal medicine","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":[0.0001079695,0.0001032383,0.0003145872,0.0002604027,0.00004466004,0.000002568504,0.0000425157,0.00007283336,0.0003547701],"category_scores_gemma":[0.00006388249,0.00009096885,0.00008360874,0.0000811325,0.0001697335,0.0001118222,0.00004832332,0.00008869878,0.000005315888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001613265,"about_ca_system_score_gemma":0.00002188365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004778885,"about_ca_topic_score_gemma":0.000002154888,"domain_scores_codex":[0.999273,0.00005519582,0.0002704949,0.000179786,0.00007079481,0.0001507279],"domain_scores_gemma":[0.9994848,0.0001400318,0.0001054735,0.0001838207,0.00002424186,0.00006156976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004711529,0.000249917,0.9581836,0.0004001678,0.0001706501,0.000008297108,0.0008324239,5.880506e-7,0.002292428,0.003867483,0.007242104,0.02628115],"study_design_scores_gemma":[0.0002606705,0.0004330036,0.9809169,0.0001322286,0.00005663878,0.000007401543,0.000009904304,0.005319977,0.006193707,0.002053171,0.004531358,0.00008502945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575742,0.000295667,0.0004433854,0.0001581799,0.00005421274,0.0002354636,0.000002624644,0.0003296421,0.04090659],"genre_scores_gemma":[0.9957639,0.0008549339,0.001771452,0.00009834487,0.00002762525,0.00001751704,0.00004433242,0.00001265994,0.001409236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03949735,"threshold_uncertainty_score":0.3884484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0281050282221544,"score_gpt":0.268309476898165,"score_spread":0.2402044486760107,"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."}}