{"id":"W2069862134","doi":"10.1164/ajrccm.164.10.correspondence_e","title":"An Ode to Ventilator Management","year":2001,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"IoT-based Smart Home Systems","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Ode; Intensive care medicine; Applied mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003388914,0.0001382501,0.0003605147,0.0002313148,0.00004967219,0.00001600056,0.0001485646,0.00002600691,0.00005329584],"category_scores_gemma":[0.00006145205,0.0001116214,0.00004311965,0.0002893799,0.0002418496,0.0001087667,0.00001285514,0.0001877081,0.000007578667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000617737,"about_ca_system_score_gemma":0.00001328932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000468269,"about_ca_topic_score_gemma":0.000003653239,"domain_scores_codex":[0.9988363,0.000076153,0.0003878087,0.0001206802,0.0003354353,0.0002436517],"domain_scores_gemma":[0.9990342,0.00006852148,0.00003878088,0.0001843138,0.0001585203,0.0005156162],"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":[0.0006453393,0.0001504114,0.05060731,0.00117489,0.0003003401,0.005615572,0.007634639,0.001708483,0.0148761,0.004450708,0.009438253,0.903398],"study_design_scores_gemma":[0.003707536,0.02883423,0.06047296,0.002114053,0.0006199504,0.001188988,0.08644378,0.0003935298,0.002384478,0.0002378077,0.812355,0.001247728],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866756,0.00294261,0.006850006,0.0004242031,0.000708577,0.00009004502,0.000002688842,0.00004753777,0.002258796],"genre_scores_gemma":[0.9975866,0.00003284057,0.0004661646,0.001130371,0.0007491819,0.000003809514,4.790754e-7,0.00002410586,0.000006468051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9021502,"threshold_uncertainty_score":0.4551789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116112868022576,"score_gpt":0.2852355551410629,"score_spread":0.2740744264608371,"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."}}