{"id":"W2808970404","doi":"10.1016/j.ccc.2018.03.005","title":"Avoiding Respiratory and Peripheral Muscle Injury During Mechanical Ventilation","year":2018,"lang":"en","type":"review","venue":"Critical Care Clinics","topic":"Intensive Care Unit Cognitive Disorders","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto; Toronto General Hospital","funders":"","keywords":"Medicine; Muscle weakness; Weakness; Mechanical ventilation; Muscle atrophy; Diaphragm (acoustics); Respiratory system; Sepsis; Atrophy; Intensive care medicine; Anesthesia; Internal medicine; Surgery","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005106324,0.0004565174,0.00149085,0.000200563,0.0003175646,0.00005871994,0.0001214667,0.0008148994,0.0001670312],"category_scores_gemma":[0.04182147,0.0004332352,0.0006441521,0.0001950469,0.0005191827,0.00008764998,0.0002114091,0.001758847,0.0000824342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002908005,"about_ca_system_score_gemma":0.0003904564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.569591e-7,"about_ca_topic_score_gemma":0.00000172966,"domain_scores_codex":[0.997046,0.0004913481,0.0008908572,0.000777713,0.000338809,0.0004552629],"domain_scores_gemma":[0.9926178,0.001091057,0.0001337277,0.0004140689,0.005407603,0.0003357331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001810628,0.0000981159,0.00003510481,0.06299191,0.0001577031,0.0004201584,0.0003607193,8.394803e-9,0.00001522432,0.001257884,0.0009710235,0.9335111],"study_design_scores_gemma":[0.0005401635,0.0008207048,0.0001050764,0.02599273,0.002595893,0.0001121578,0.003268868,0.00000540882,0.00002302437,0.0001196089,0.9658276,0.0005887576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001658108,0.9953136,0.000139466,0.00006245988,0.001153596,0.0007395684,0.000108656,0.0001037859,0.0007207228],"genre_scores_gemma":[0.008217028,0.9860066,0.000244856,0.003617659,0.00138563,0.0000739671,0.000208535,0.0001760901,0.00006960896],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9648566,"threshold_uncertainty_score":0.9998119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08983255070674886,"score_gpt":0.4341133586811502,"score_spread":0.3442808079744013,"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."}}