{"id":"W4308486662","doi":"10.1016/j.jacadv.2022.100115","title":"Multiple Layers of Care and Risk","year":2022,"lang":"en","type":"editorial","venue":"JACC Advances","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Computer science","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":[0.01930014,0.006153733,0.007734169,0.008216572,0.006099625,0.01664287,0.005562142,0.03337253,0.03752951],"category_scores_gemma":[0.09251429,0.002962585,0.004527181,0.004759311,0.006575656,0.009698003,0.004311972,0.04030314,0.01459337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007239539,"about_ca_system_score_gemma":0.01017755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005325232,"about_ca_topic_score_gemma":0.02091355,"domain_scores_codex":[0.98182,0.005763939,0.002010257,0.001367081,0.008099435,0.0009392346],"domain_scores_gemma":[0.9026437,0.06674317,0.004484003,0.002312677,0.01686127,0.006955181],"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":[0.0000190171,0.000004017841,0.00002010538,0.0002593092,0.000031101,0.00004891386,0.0000130993,0.00001725424,0.000008143405,0.0008430624,0.995631,0.003105113],"study_design_scores_gemma":[0.0002599714,0.00003607802,0.0006194148,0.003650643,0.0003930536,0.0003232429,0.0001385007,0.0003918307,0.00005927466,0.01043727,0.9835948,0.00009588106],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00001770206,0.006251283,0.0001535985,0.07850312,0.9120994,0.00003067136,0.00008057442,0.00005702661,0.002806615],"genre_scores_gemma":[0.0002708024,0.00357708,0.0001629839,0.02992418,0.9627292,0.0000420598,0.00002540912,0.00003638556,0.003231863],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03752951,"threshold_uncertainty_score":0.1255487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005963794357672454,"score_gpt":0.2914121815716292,"score_spread":0.2854483872139567,"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."}}