{"id":"W2014838895","doi":"10.14740/jocmr1939w","title":"Triage of Patients Consulted for ICU Admission During Times of ICU-Bed Shortage","year":2014,"lang":"en","type":"article","venue":"Journal of Clinical Medicine Research","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Triage; Economic shortage; Emergency medicine; Medical emergency; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008471002,0.0001378313,0.001557582,0.0004356995,0.0000536073,0.000003773276,0.0001998072,0.0001786921,0.000560236],"category_scores_gemma":[0.04748955,0.00007780029,0.0004077864,0.0003254887,0.0003964835,0.00005299894,0.00005780973,0.0006034058,0.000003398397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005021668,"about_ca_system_score_gemma":0.0002976764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001901334,"about_ca_topic_score_gemma":0.000001561943,"domain_scores_codex":[0.9946371,0.0005657047,0.002667149,0.0002089279,0.001611028,0.0003100362],"domain_scores_gemma":[0.9850092,0.01024244,0.001033206,0.0003534765,0.002756304,0.0006053912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01261354,0.005118396,0.9152085,0.0008306428,0.0007324288,0.00005146113,0.0002209214,0.000001702142,0.003446508,0.0001853993,0.01771998,0.04387052],"study_design_scores_gemma":[0.04312675,0.0262243,0.8864956,0.003571579,0.0004656531,0.00001461738,0.0002888137,0.0001378683,0.03290618,0.0004123099,0.006268132,0.00008815798],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928551,0.0005451049,0.00002897607,0.004367868,0.0003081371,0.0006674055,0.000009614525,0.000004339757,0.001213448],"genre_scores_gemma":[0.997223,0.001010787,0.0005755331,0.00007689114,0.0008294305,0.00001014377,0.00001196611,0.00002084537,0.0002413816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04378236,"threshold_uncertainty_score":0.9605339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4387947629207301,"score_gpt":0.6036639418553507,"score_spread":0.1648691789346206,"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."}}