{"id":"W1964963904","doi":"10.1186/cc5331","title":"Application of treatment bundles reduces days on mechanical ventilation in critically ill patients","year":2007,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Critically ill; Mechanical ventilation; Intensive care medicine; Critical illness; Anesthesia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001771631,0.0002516909,0.0006425079,0.0004396711,0.0003669976,0.0004851029,0.0003322949,0.0004537046,0.001526219],"category_scores_gemma":[0.02272247,0.0002933169,0.0002163992,0.0004856414,0.0001923606,0.0006159724,0.0007010237,0.0006787307,0.0002010969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000577552,"about_ca_system_score_gemma":0.0008853505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009598754,"about_ca_topic_score_gemma":0.001420953,"domain_scores_codex":[0.9979572,0.001118191,0.0002482592,0.00008795156,0.0003327999,0.0002556118],"domain_scores_gemma":[0.9900272,0.0023343,0.00504092,0.0003437464,0.0007128466,0.001540982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.003989102,0.003586828,0.7961895,0.0003580815,0.0001432411,0.0001610903,0.0008490994,0.000354855,0.001867819,0.0000722257,0.003205744,0.1892224],"study_design_scores_gemma":[0.0001404431,0.006908335,0.9902074,0.0001072284,0.00005707834,0.0002097824,0.0003628607,0.0004496404,0.0004364793,0.00006202932,0.001047415,0.00001136603],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977838,0.0008307156,0.0001578146,0.0004782173,0.00002586952,0.00006740494,0.00004217305,0.00002511081,0.0005890434],"genre_scores_gemma":[0.9974958,0.000634525,0.00119285,0.000213049,0.00006409684,0.00008007233,0.0001364827,0.000006212412,0.0001769663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001771631,"threshold_uncertainty_score":0.009369373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.026622715742124,"score_gpt":0.3392656198394474,"score_spread":0.3126429040973234,"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."}}