{"id":"W2512364094","doi":"10.1007/s00134-016-4493-2","title":"ECCO2R in COPD exacerbation only for the right patients and with the right strategy","year":2016,"lang":"en","type":"letter","venue":"Intensive Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; Muscular Dystrophy Canada; University of Toronto","funders":"","keywords":"Medicine; Anesthesiology; Pain medicine; Exacerbation; Copd exacerbation; COPD; Intensive care medicine; Internal medicine; Anesthesia; Acute exacerbation of chronic obstructive pulmonary disease","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":[0.0001465783,0.0003629187,0.0004830289,0.0001000651,0.00007397754,0.00002129598,0.0002826197,0.0003319109,0.0002035913],"category_scores_gemma":[0.0002088265,0.0001428979,0.00004990849,0.0001036912,0.0002209157,0.00006841771,0.00002736664,0.0007966531,0.00001183365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001421642,"about_ca_system_score_gemma":0.00004339856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003902275,"about_ca_topic_score_gemma":0.0003676805,"domain_scores_codex":[0.9985293,0.00005510974,0.0003396153,0.0003389661,0.0003903341,0.0003466495],"domain_scores_gemma":[0.9970743,0.0009280527,0.0001254556,0.0004106749,0.001409729,0.0000517938],"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":[0.00002081322,0.000001194549,0.0004799826,0.0003118696,0.0001226153,0.00008935419,0.0007400255,0.00001978494,0.00001436273,0.00007630384,0.9940572,0.004066447],"study_design_scores_gemma":[0.001323181,0.0002882755,0.001862144,0.0007990265,0.0002145822,0.00002198013,0.001334684,0.0002518015,0.00006711926,0.0001288445,0.9934259,0.0002824382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01705781,0.01072954,0.003761716,0.9554142,0.003484621,0.004940989,0.0004059007,0.0002417142,0.003963519],"genre_scores_gemma":[0.5364757,0.00005861127,0.00001351002,0.4584285,0.003261178,0.0002657408,0.0006019984,0.0001457543,0.0007489737],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5194179,"threshold_uncertainty_score":0.5827209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01132703319538875,"score_gpt":0.226294984206269,"score_spread":0.2149679510108803,"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."}}