{"id":"W4214495061","doi":"10.26226/morressier.57108e30d462b80290b4a6b4","title":"Low hematocrit on ICU admission is a risk factor of long term outcome in patients who required prolonged mechanical ventilation after cardiovascular surgery. A single center retrospective cohort study","year":2016,"lang":"en","type":"preprint","venue":"","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Mechanical ventilation; Hematocrit; Single Center; Retrospective cohort study; Risk factor; Ventilation (architecture); Cohort; Cohort study; Emergency medicine; Surgery; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001234817,0.0003892726,0.0004819737,0.0009402976,0.0006628806,0.000848316,0.0005999154,0.000664045,0.001016308],"category_scores_gemma":[0.002533679,0.000556149,0.0007377196,0.001272943,0.0003744156,0.0007366121,0.0005361422,0.0007386646,0.0001957469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006112008,"about_ca_system_score_gemma":0.0007242109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009262713,"about_ca_topic_score_gemma":0.01043909,"domain_scores_codex":[0.999235,0.0001514215,0.0001142399,0.000229964,0.000150761,0.0001185135],"domain_scores_gemma":[0.9977195,0.0002827307,0.001026753,0.0002900027,0.0002386826,0.0004423225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008699171,0.00002229996,0.9994807,0.000004016678,0.00003424866,0.0000506742,0.00002539808,0.000009693437,0.00006440491,0.000005435301,0.0000362001,0.0001800314],"study_design_scores_gemma":[0.00001617676,0.000174824,0.998863,0.000006929865,0.00005635781,0.0003727444,0.0001433303,0.0002317436,0.00003631523,0.00001058825,0.00008177991,0.000006151125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992689,0.0001978528,0.00007996293,0.00003139814,0.000008003284,0.00001670302,0.0002607824,0.000002542673,0.0001339455],"genre_scores_gemma":[0.9994579,0.00007812155,0.00008202519,0.00002705376,0.00001453793,0.00001202932,0.0002802487,0.000001415624,0.00004662863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009262713,"threshold_uncertainty_score":0.0184176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05683359221628112,"score_gpt":0.31664354953541,"score_spread":0.2598099573191288,"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."}}