{"id":"W2322273520","doi":"10.1097/01.ccm.0000424643.91886.61","title":"425","year":2012,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Intensive care unit; Intubation; Retrospective cohort study; Cohort; Mechanical ventilation; Pneumonia; Ventilation (architecture); Endotracheal intubation; Emergency medicine; Mortality rate; Anesthesia; Intensive care 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008784726,0.0009654854,0.0006268109,0.001369785,0.00142114,0.004353527,0.001473458,0.002857409,0.5961726],"category_scores_gemma":[0.002812236,0.0002898274,0.000610601,0.001256253,0.0007261847,0.002229843,0.002692215,0.001597381,0.4732109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108062,"about_ca_system_score_gemma":0.001948806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002231868,"about_ca_topic_score_gemma":0.002256171,"domain_scores_codex":[0.9988224,0.0001779451,0.00009008026,0.0003330912,0.0004384569,0.0001379973],"domain_scores_gemma":[0.9985276,0.0002215233,0.00008580551,0.0001779589,0.0006549592,0.0003321297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001427338,0.0001664831,0.002841234,0.0006356793,0.00001767716,0.0008257533,0.0004924158,0.000152791,0.001257422,0.01604006,0.5891831,0.3882446],"study_design_scores_gemma":[0.00001077293,0.00003735019,0.00111207,0.0002049906,0.000005450279,0.0005922567,0.0001685475,0.00008407664,0.0001710322,0.001757518,0.9958475,0.000008383552],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004856146,0.005422646,0.005031519,0.009865837,0.009060086,0.0002959958,0.003859996,0.001748771,0.9598589],"genre_scores_gemma":[0.01723427,0.003572434,0.002586118,0.006598288,0.00219173,0.0001764367,0.003979059,0.0004867148,0.9631749],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4038274,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04512711898619321,"score_gpt":0.4066614579437882,"score_spread":0.361534338957595,"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."}}