{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007832909,0.0007145699,0.0005487883,0.0004084917,0.0001291038,0.000479358,0.0009781669,0.0005153811,0.001736766],"category_scores_gemma":[0.003228764,0.0001989,0.0003543331,0.0002475888,0.0003637693,0.0003835379,0.0004480669,0.0004528892,0.0005999986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759008,"about_ca_system_score_gemma":0.0002687218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001504132,"about_ca_topic_score_gemma":0.0001186964,"domain_scores_codex":[0.9989293,0.0002378323,0.0001082554,0.0002341321,0.0004203844,0.00007013186],"domain_scores_gemma":[0.9988182,0.0003542386,0.0004604279,0.0001702157,0.0001422185,0.00005471213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006917893,0.002173421,0.01026495,0.00178374,0.0001657854,0.0002619376,0.0002326007,0.002435616,0.5906749,0.0003881956,0.002734376,0.3819666],"study_design_scores_gemma":[0.005679083,0.1274619,0.1705552,0.0009946395,0.001539469,0.006007847,0.0002481291,0.03549397,0.575031,0.001159296,0.07547414,0.0003553364],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9177419,0.01002828,0.0638567,0.0004918799,0.0009203781,0.0008726602,0.0003928053,0.0013264,0.00436892],"genre_scores_gemma":[0.9629422,0.002422836,0.03053072,0.0005142457,0.0007128178,0.000850848,0.0003221343,0.00007091918,0.001633221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001736766,"threshold_uncertainty_score":0.005810022,"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."}}