{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008160168,0.001257171,0.0007329272,0.001419938,0.003210437,0.01012445,0.002926529,0.007759762,0.4484096],"category_scores_gemma":[0.04092786,0.0004194609,0.0008754802,0.0009823827,0.00294154,0.01119949,0.009776372,0.007994762,0.2269688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002166835,"about_ca_system_score_gemma":0.008619267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002010799,"about_ca_topic_score_gemma":0.002242801,"domain_scores_codex":[0.9924065,0.002479412,0.0003962705,0.001438123,0.002004768,0.001274823],"domain_scores_gemma":[0.9740945,0.005004498,0.001045896,0.002794033,0.007997322,0.009063781],"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":[0.0000482922,0.00004435096,0.0003414086,0.0001306863,0.000004526055,0.00009323729,0.0002857846,0.00002775309,0.0001136872,0.009263192,0.9100403,0.07960688],"study_design_scores_gemma":[0.00001039301,0.000021659,0.0001790448,0.0001290957,0.000002643553,0.00006525051,0.00030558,0.00002528251,0.00005921599,0.00322511,0.9959693,0.000007338645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002295585,0.005609164,0.009017956,0.3600165,0.133625,0.0004162906,0.001630063,0.00445047,0.482939],"genre_scores_gemma":[0.03494081,0.005401897,0.007600277,0.1813817,0.03462532,0.0006986829,0.002042671,0.002431211,0.7308775],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4484096,"threshold_uncertainty_score":0.7867768,"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."}}