{"id":"W3040780441","doi":"10.1164/ajrccm-conference.2020.201.1_meetingabstracts.a4231","title":"Automated Oxygen Administration vs Manual Oxygen Therapy After Major Abdominal or Thoracic Surgery -International Multicenter Randomized Controlled Study","year":2020,"lang":"en","type":"article","venue":"","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec","funders":"","keywords":"Medicine; Randomized controlled trial; Oxygen therapy; Abdominal surgery; Oxygen; Surgery; Anesthesia","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":[0.002315138,0.0021944,0.00563215,0.0005309438,0.0005900577,0.001506538,0.001426719,0.002141265,0.006556797],"category_scores_gemma":[0.00295318,0.0007904005,0.00333522,0.0008342468,0.001895356,0.001191804,0.0006723464,0.00292052,0.0006606609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009365442,"about_ca_system_score_gemma":0.001428325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00180913,"about_ca_topic_score_gemma":0.002393175,"domain_scores_codex":[0.9983063,0.0009342338,0.0001367565,0.0003009553,0.00009999458,0.0002217622],"domain_scores_gemma":[0.9975762,0.0009040729,0.0007416116,0.0002104289,0.0001496301,0.0004181926],"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":[0.9915403,0.002758043,0.0004032712,0.0005430285,0.001449684,0.00001302487,0.00001555154,0.00009462045,0.0004033233,0.00005350825,0.000211757,0.002513865],"study_design_scores_gemma":[0.9745309,0.02165408,0.001744766,0.0000523203,0.001479508,0.000008172628,0.00001913409,0.0001503697,0.000101902,0.00005720639,0.0001899063,0.00001182581],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823297,0.008409433,0.00103414,0.0007057161,0.001074302,0.003597752,0.001037638,0.00008597775,0.001725395],"genre_scores_gemma":[0.9831603,0.004602461,0.002053294,0.001466743,0.001230062,0.004398944,0.0009337576,0.00002434752,0.00213013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006556797,"threshold_uncertainty_score":0.02193469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233182070724587,"score_gpt":0.3390268277878738,"score_spread":0.3066950070806279,"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."}}