{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005761747,0.0007607576,0.0006981954,0.002478335,0.0005158532,0.001681956,0.001528305,0.001929513,0.216378],"category_scores_gemma":[0.00305034,0.0002366459,0.0007506662,0.001335402,0.0004461786,0.002478989,0.001864849,0.001388344,0.1491848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000385699,"about_ca_system_score_gemma":0.001271192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005026181,"about_ca_topic_score_gemma":0.0007711176,"domain_scores_codex":[0.9995239,0.000111599,0.00008116745,0.00007754526,0.0001550324,0.0000508595],"domain_scores_gemma":[0.9991488,0.0002711252,0.00015952,0.0000684839,0.0002012857,0.0001507474],"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":[0.0001007621,0.00006567296,0.0002722981,0.008525875,0.00002884928,0.0007265179,0.0001174672,0.00007909027,0.0009673838,0.005596468,0.2627541,0.7207656],"study_design_scores_gemma":[0.00001275908,0.00002085887,0.0001887791,0.001276034,0.00001086474,0.001449196,0.00002443466,0.00001390732,0.000200397,0.0007610423,0.9960358,0.000005897936],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002109826,0.621933,0.006555097,0.008650402,0.007044269,0.0005447881,0.004701467,0.003527441,0.3449336],"genre_scores_gemma":[0.02330671,0.6755049,0.008949548,0.01204912,0.004794146,0.0005893923,0.008896376,0.0008888192,0.265021],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.216378,"threshold_uncertainty_score":0,"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."}}