{"id":"W2439551116","doi":"10.1213/xaa.0000000000000335","title":"Lifebox","year":2016,"lang":"en","type":"review","venue":"A & A Case Reports","topic":"Global Health and Surgery","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Jubilee Hospital; University of British Columbia","funders":"","keywords":"Pulse oximetry; Medicine; Checklist; Anesthesia; Medical emergency; Intensive care medicine; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.00067061,0.0003314984,0.002050022,0.0001612148,0.00005878807,0.000009750905,0.00001854733,0.0003778054,0.0003273305],"category_scores_gemma":[0.0004852696,0.0001964092,0.0007599199,0.0001991432,0.00002775099,0.00002708621,0.00004171568,0.0002815836,0.0004193399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001828785,"about_ca_system_score_gemma":0.0019376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029214,"about_ca_topic_score_gemma":0.000005577518,"domain_scores_codex":[0.9974898,0.00007523767,0.001134866,0.0004887866,0.0002763419,0.0005349448],"domain_scores_gemma":[0.9975684,0.0001754904,0.000570764,0.0008850221,0.00009453978,0.0007057342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002304683,0.0000178702,0.000006344529,0.01042274,0.00003889056,0.4626133,0.000001836512,1.11588e-10,5.438377e-9,0.00001146381,0.01860388,0.5082814],"study_design_scores_gemma":[0.0000361831,0.00002141391,5.139293e-7,0.01556041,0.0003094512,0.4689757,8.51816e-7,1.689012e-8,2.948543e-8,0.00001181057,0.5149871,0.00009649799],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000196711,0.9851552,0.000004839303,0.00007522701,0.00104175,0.0008625336,0.0000192008,0.0001041203,0.01271741],"genre_scores_gemma":[0.00004230827,0.9940137,0.00005512746,0.0005372344,0.0007281211,0.0001138312,0.00005881835,0.00005245544,0.004398446],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5081849,"threshold_uncertainty_score":0.8009334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0572119386993945,"score_gpt":0.3988501078277228,"score_spread":0.3416381691283283,"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."}}