{"id":"W2969351597","doi":"10.1007/s00134-019-05726-7","title":"Less is More: not (always) simple—the case of extracorporeal devices in critical care","year":2019,"lang":"en","type":"article","venue":"Intensive Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Pain medicine; Medicine; Anesthesiology; Extracorporeal; Intensive care medicine; Simple (philosophy); Critical illness; MEDLINE; Intensive care; Medical emergency; Critically ill; Anesthesia; Surgery","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":[0.0001607155,0.0002595566,0.0005849495,0.0001441532,0.00002974952,0.000008462028,0.0002762802,0.0001566835,0.0004951503],"category_scores_gemma":[0.00073886,0.0001841767,0.00009397959,0.0002775302,0.0002296909,0.00009498936,0.0000632779,0.0004216141,0.00003408389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097519,"about_ca_system_score_gemma":0.00003537079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008077504,"about_ca_topic_score_gemma":0.001121602,"domain_scores_codex":[0.9983739,0.00004850641,0.0005797571,0.0003279005,0.0003181885,0.0003517038],"domain_scores_gemma":[0.9968296,0.0005485175,0.00006587048,0.0005580023,0.001847165,0.0001508811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003879024,0.00008369229,0.4343665,0.02384937,0.0006685957,0.04393379,0.2991338,0.003345171,0.04442712,0.0122054,0.0283149,0.1092837],"study_design_scores_gemma":[0.001885779,0.0004385133,0.02351134,0.0012359,0.0002854137,0.001703376,0.936317,0.009756696,0.01819318,0.0002673855,0.005703767,0.0007016334],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918039,0.004094852,0.0001149976,0.001368195,0.0008498423,0.0003758984,0.00008434476,0.00008038967,0.001227558],"genre_scores_gemma":[0.9957176,0.000008935744,0.00002872121,0.003965386,0.0001642391,0.00001935029,0.00004038387,0.00004567635,0.000009730869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6371832,"threshold_uncertainty_score":0.7510508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03918730462774479,"score_gpt":0.319272383719683,"score_spread":0.2800850790919382,"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."}}