{"id":"W4399027865","doi":"10.1097/dcc.0000000000000643","title":"Clinician Prediction of Survival vs Calculated Prediction Scores in Patients Requiring Extracorporeal Membrane Oxygenation","year":2024,"lang":"en","type":"article","venue":"Dimensions of Critical Care Nursing","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Registered Nurses' Association of Ontario","funders":"","keywords":"Extracorporeal membrane oxygenation; Oxygenation; Medicine; Extracorporeal; Internal medicine; Cardiology","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":[0.0002856143,0.000165459,0.0003315936,0.0003499085,0.00004200181,0.00001951457,0.00008836367,0.0002112637,0.00002534103],"category_scores_gemma":[0.0003070956,0.0001620519,0.000108815,0.0004381189,0.0001280526,0.0002817449,0.00001734614,0.000277452,0.000003327755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904895,"about_ca_system_score_gemma":0.0000370519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000163109,"about_ca_topic_score_gemma":0.000007811993,"domain_scores_codex":[0.9980635,0.0000813349,0.0008226387,0.000289982,0.0004781468,0.0002644162],"domain_scores_gemma":[0.9990968,0.000260227,0.0000365551,0.0002235255,0.0002676434,0.0001153241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001200923,0.002627881,0.3494344,0.02594333,0.0005586765,0.0002340605,0.01711049,0.1228787,0.2831062,0.07984986,0.0007173693,0.1163381],"study_design_scores_gemma":[0.001655208,0.0009118516,0.4069727,0.007868498,0.0005070497,0.000009967867,0.001631528,0.5168083,0.05883248,0.004143403,0.00007952432,0.0005794656],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935784,0.0006912757,0.001750487,0.00004623175,0.002437385,0.0002609706,0.0001944725,0.0002904523,0.0007503091],"genre_scores_gemma":[0.9992951,0.000006468498,0.0003572748,0.000006812228,0.00006955379,0.000007158804,0.0002139954,0.00004262459,0.000001025251],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3939296,"threshold_uncertainty_score":0.6608286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02449037579153623,"score_gpt":0.2929019169204975,"score_spread":0.2684115411289613,"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."}}