{"id":"W4377090031","doi":"10.1097/pec.0000000000002978","title":"Closing the Loop","year":2023,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Intensive care; Emergency department; Medical emergency; Emergency medical services; Emergency medicine; Acute care; Family medicine; Nursing; Intensive care medicine; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000137474,0.0001722905,0.0002001572,0.0001378218,0.0003678855,0.000004894287,0.0001477916,0.00006702709,0.0006073909],"category_scores_gemma":[0.000218676,0.0001138482,0.0002284529,0.001581781,0.00003038726,0.00004951282,0.0001146542,0.0002097251,0.000650846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003120917,"about_ca_system_score_gemma":0.00006333533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003262362,"about_ca_topic_score_gemma":0.00001888498,"domain_scores_codex":[0.9986461,0.00003109705,0.000309969,0.0002735989,0.0003536287,0.0003855646],"domain_scores_gemma":[0.9991794,0.00004097321,0.00006004206,0.0003583399,0.0002757088,0.00008548899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001423182,0.0000186262,0.3648793,0.0003200645,0.00006669981,0.0000521266,0.003791682,0.000009531513,0.0001277445,0.0002161219,0.6266195,0.003884373],"study_design_scores_gemma":[0.001589669,0.0004994323,0.5715136,0.00005151056,0.002540018,0.0000439455,0.04419331,0.0001535074,0.0006649039,0.001017492,0.3765367,0.001195914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8881805,0.05938599,0.00001645042,0.003483935,0.004730222,0.000472625,0.00004218829,0.0005280132,0.04316007],"genre_scores_gemma":[0.9282196,0.06357421,0.00003598136,0.0002359625,0.003391157,0.00006811634,0.0000944192,0.00004163929,0.004338886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2500828,"threshold_uncertainty_score":0.8365526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200185888463289,"score_gpt":0.3076932018984214,"score_spread":0.2856913430137885,"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."}}