{"id":"W2045578391","doi":"10.1097/aln.0b013e3182952608","title":"Prospective Randomized Crossover Study of a New Closed-loop Control System versus Pressure Support during Weaning from Mechanical Ventilation","year":2013,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Crossover study; Weaning; Mechanical ventilation; Crossover; Pressure control; Closed loop; Randomized controlled trial; Pressure support ventilation; Anesthesia; Control theory (sociology); Surgery; Internal medicine; Control (management); Control engineering","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":[0.0003357678,0.0002207345,0.001215426,0.00009305806,0.00007317915,0.00001575748,0.0001189297,0.000236933,0.0006539642],"category_scores_gemma":[0.0001482415,0.0001701088,0.0001879467,0.00008709646,0.00005667207,0.0001210755,0.00003504628,0.0001930116,0.0001011652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004105043,"about_ca_system_score_gemma":0.0001256464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007592987,"about_ca_topic_score_gemma":0.00001189745,"domain_scores_codex":[0.9981174,0.0002561533,0.0006423951,0.0004290765,0.0002588259,0.0002961733],"domain_scores_gemma":[0.998687,0.0002505721,0.0003430511,0.0003855697,0.0001705026,0.0001632684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6608073,0.001289495,0.1721884,0.0003272616,0.00311132,0.0007038416,0.005424983,0.00007746393,0.1525828,0.001843053,0.0005453723,0.001098771],"study_design_scores_gemma":[0.7213475,0.006117024,0.2436953,0.000128966,0.002267167,0.00009300272,0.003842914,0.0006425355,0.02064074,0.0003690936,0.0004941024,0.0003616214],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958269,0.0001050274,0.0001613666,0.0000248401,0.0003252682,0.003254219,0.000003093864,0.00009797471,0.000201296],"genre_scores_gemma":[0.9985335,0.000002540824,0.0001867934,0.00007833059,0.0002309983,0.0002262848,0.00001929004,0.00003192482,0.0006903429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.131942,"threshold_uncertainty_score":0.716045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567672694868249,"score_gpt":0.2605083264005486,"score_spread":0.2448315994518661,"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."}}