{"id":"W4253293450","doi":"10.1017/9781108618410.010","title":"Reducing the Risk of Death","year":2019,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","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":[0.0004092017,0.0002520542,0.0003960154,0.0001399571,0.0004247925,0.000006610808,0.0005929816,0.0002880613,0.00003323298],"category_scores_gemma":[0.00002360384,0.0002057762,0.0002249887,0.000006515482,0.0001182648,0.00004303034,0.0008377708,0.0008472264,0.0001351577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001607197,"about_ca_system_score_gemma":0.0002709343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007869756,"about_ca_topic_score_gemma":0.00000675317,"domain_scores_codex":[0.9985225,0.00029239,0.0002856103,0.0003435202,0.0002552499,0.0003007194],"domain_scores_gemma":[0.9978107,0.0003688662,0.0006195184,0.0009816247,0.0001390334,0.00008028801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002206762,0.000005845744,0.00002678169,0.0003028437,0.000300564,0.00002679134,0.0007701654,0.000005050512,0.000008350683,0.8974715,0.1000034,0.0008580566],"study_design_scores_gemma":[0.0005171222,0.00004401342,0.0001524618,0.0005992682,0.0005358356,6.214306e-7,0.0008242993,0.00002113191,0.00001385877,0.00002102369,0.9970742,0.0001961261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001541344,0.0001088225,0.0002611765,0.0000277464,0.0005049063,0.001268246,0.0002906961,0.00005978928,0.9959373],"genre_scores_gemma":[0.003097033,0.0002384944,0.00002856108,0.0001387292,0.0001124036,0.000001490335,0.00002005248,0.00004128629,0.996322],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8974505,"threshold_uncertainty_score":0.839131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05442984532612077,"score_gpt":0.2908563790358845,"score_spread":0.2364265337097637,"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."}}