{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003568155,0.0002037943,0.0002757685,0.0006846857,0.0002181566,0.0006024888,0.0002484252,0.000370527,0.001239804],"category_scores_gemma":[0.02894675,0.0001515021,0.0002937728,0.0005537455,0.0003477726,0.0008035129,0.0005819799,0.0006488733,0.0002558349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004378304,"about_ca_system_score_gemma":0.0004186366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001316012,"about_ca_topic_score_gemma":0.001494427,"domain_scores_codex":[0.9975622,0.001232992,0.000323408,0.0002308359,0.0004529519,0.0001975486],"domain_scores_gemma":[0.9784419,0.01344655,0.005322712,0.0003220743,0.001520189,0.0009466507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001825644,0.00005444197,0.99739,0.00001222464,0.00001434364,0.00002726181,0.0001832124,0.0001104844,0.00002300795,0.00001312042,0.00009035276,0.001898962],"study_design_scores_gemma":[0.00004435554,0.001344277,0.9921647,0.00003779403,0.00002556148,0.0003270927,0.001109812,0.004382113,0.0001927906,0.0001544704,0.0002024189,0.00001467407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993352,0.00006665073,0.0001537174,0.00007944888,0.00000839051,0.000009834511,0.00009207315,0.000002707404,0.0002520059],"genre_scores_gemma":[0.9997086,0.00002467218,0.0001140016,0.0000122286,0.000005398824,0.000009204357,0.00009329111,6.563084e-7,0.00003204127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003568155,"threshold_uncertainty_score":0.01887047,"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."}}