{"id":"W1496582710","doi":"10.1186/cc4402","title":"Early tracheostomy in acute lung injury: who could benefit?","year":2006,"lang":"en","type":"article","venue":"Critical Care","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Japan Society for the Promotion of Science; Bundesministerium für Bildung und Forschung; Government of the United Kingdom; Engineering and Physical Sciences Research Council; Lilly Deutschland; Eli Lilly and Company","keywords":"Medicine; Mechanical ventilation; Intensive care medicine; Emergency medicine; 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":[0.001616137,0.0004388288,0.001956523,0.0008021795,0.0007404524,0.001420125,0.0005800422,0.004674513,0.004354918],"category_scores_gemma":[0.00831515,0.0002435661,0.0008030625,0.000688888,0.0009918985,0.003395926,0.0006075106,0.002286364,0.001194104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006228524,"about_ca_system_score_gemma":0.001510827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397389,"about_ca_topic_score_gemma":0.003609841,"domain_scores_codex":[0.9992124,0.0003296971,0.0001035885,0.00005412568,0.0001123679,0.0001878713],"domain_scores_gemma":[0.9963206,0.00155932,0.000472976,0.0000658024,0.0003521332,0.001229122],"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":[0.01058033,0.003014779,0.2491178,0.003581119,0.000644409,0.008801557,0.000855593,0.001294362,0.00153492,0.003776326,0.08452771,0.6322712],"study_design_scores_gemma":[0.006255062,0.01275506,0.6508139,0.043222,0.002873329,0.05011232,0.0223273,0.00629299,0.002396419,0.07534147,0.1266312,0.00097888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2676534,0.374535,0.001430536,0.3278782,0.007079375,0.0002309369,0.0007506441,0.000092552,0.02034942],"genre_scores_gemma":[0.8112133,0.1384441,0.001946246,0.02316384,0.02211308,0.0001922487,0.000568848,0.00002801751,0.002330377],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004674513,"threshold_uncertainty_score":0.01456869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952394598125417,"score_gpt":0.3040928309104182,"score_spread":0.2945688849291641,"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."}}