{"id":"W2529110780","doi":"10.1097/eja.0000000000000523","title":"To streamline the guideline challenge","year":2016,"lang":"en","type":"editorial","venue":"European Journal of Anaesthesiology","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; Intensive care medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0043261,0.0004241096,0.001881464,0.0002958877,0.00008070771,0.00002236632,0.0006905356,0.000282749,0.0002456461],"category_scores_gemma":[0.004346717,0.0001953961,0.001140981,0.0001342408,0.000180651,0.00003833287,0.00011821,0.001142393,0.0004656064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000088855,"about_ca_system_score_gemma":0.00039581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004031431,"about_ca_topic_score_gemma":0.000002328558,"domain_scores_codex":[0.9952972,0.001555229,0.001569599,0.0003328631,0.0008003383,0.0004448009],"domain_scores_gemma":[0.9949543,0.002130671,0.0008267896,0.0006893048,0.0009423743,0.0004565141],"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":[0.0008355517,0.0000659116,0.00006299432,0.00001814918,0.0002444053,0.005973819,0.0000805611,0.000002478693,0.0000257519,0.0001149389,0.8866351,0.1059403],"study_design_scores_gemma":[0.001541837,0.01301645,0.0007936118,0.0003016291,0.0003561365,0.0004614077,0.00003618316,3.268602e-7,0.000006338983,0.00001886825,0.9832548,0.0002123856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.006387706,0.003685418,0.0003662175,0.08914628,0.8562849,0.0005987756,0.00005254421,0.00007058166,0.04340757],"genre_scores_gemma":[0.003032758,0.007139569,0.0008402349,0.002687398,0.9796205,0.000001872956,0.00003210018,0.0001492191,0.006496365],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1233356,"threshold_uncertainty_score":0.7968022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01310613825085476,"score_gpt":0.2927935637270204,"score_spread":0.2796874254761656,"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."}}