{"id":"W2903683099","doi":"10.1056/nejmc1808731","title":"ECMO for Severe Acute Respiratory Distress Syndrome","year":2018,"lang":"en","type":"letter","venue":"New England Journal of Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"National Institute for Health and Care Research","keywords":"Medicine; Acute respiratory distress; Respiratory distress; Intensive care medicine; Respiratory system; Emergency medicine; Medical emergency; Internal medicine; Lung; Anesthesia","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007804689,0.0004075416,0.001111698,0.0002833944,0.00004447079,0.0000225039,0.0005846785,0.0005952091,0.0007757731],"category_scores_gemma":[0.0001826069,0.0002911719,0.0002157936,0.0001266905,0.0000824406,0.0001321668,0.00002490098,0.001677028,0.0000239943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098077,"about_ca_system_score_gemma":0.0001078153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003942948,"about_ca_topic_score_gemma":0.000005418668,"domain_scores_codex":[0.9975423,0.00007168332,0.001002451,0.0002173741,0.0007475486,0.000418661],"domain_scores_gemma":[0.9982339,0.0003884452,0.0004408869,0.0003895967,0.0002283106,0.0003188257],"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":[0.00004421487,0.000003899722,0.00006161187,0.0004586134,0.0005886715,0.003039677,0.00007877549,0.00003016659,0.0001031441,0.000005382932,0.989605,0.005980816],"study_design_scores_gemma":[0.01003757,0.0008888955,0.0000830354,0.0009762289,0.0007068145,0.004115705,0.000008325278,0.0000786226,0.00005254047,0.0006530138,0.9820923,0.0003069798],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06631996,0.02523712,0.02820007,0.8189282,0.05082048,0.002429645,0.001113344,0.000684325,0.006266809],"genre_scores_gemma":[0.1055981,0.0003318051,0.002220753,0.5866416,0.2991392,0.00003154281,0.0005376809,0.0007573499,0.004742031],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2483187,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306379879049395,"score_gpt":0.255013437495705,"score_spread":0.231949638705211,"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."}}