{"id":"W2848219916","doi":"10.1371/currents.dis.223ac4322834aa0bb0d6824ee424e7f8","title":"The Promotion of ‘Grab Bags’ as a Disaster Risk Reduction Strategy","year":2018,"lang":"en","type":"article","venue":"PLoS Currents","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; CARE Canada","funders":"","keywords":"Preparedness; Disaster risk reduction; Resilience (materials science); Promotion (chess); Inclusion (mineral); Business; Emergency management; Environmental planning; Medicine; Political science; Psychology; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.01098788,0.0007403609,0.0005069113,0.00169868,0.003050399,0.003236522,0.002061608,0.002437862,0.007667431],"category_scores_gemma":[0.02544377,0.0003248698,0.000613404,0.001582909,0.004523078,0.003956711,0.006647687,0.002557645,0.001104596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005407528,"about_ca_system_score_gemma":0.02583011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02152733,"about_ca_topic_score_gemma":0.05147912,"domain_scores_codex":[0.9880151,0.007932482,0.0005462035,0.0004095952,0.002098134,0.0009984698],"domain_scores_gemma":[0.9826064,0.007815719,0.002902698,0.0009908103,0.003014445,0.002669885],"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":[0.0002658879,0.002054231,0.02484599,0.02150822,0.000184966,0.001536898,0.09817509,0.001110032,0.003712175,0.03186275,0.06644794,0.7482959],"study_design_scores_gemma":[0.0002586574,0.002159665,0.1005126,0.02981515,0.0004534704,0.0009766795,0.1559117,0.001411667,0.004566665,0.02187537,0.6817696,0.0002887817],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4837174,0.02679938,0.04927986,0.1880626,0.002817182,0.00576265,0.0009960356,0.002162313,0.2404026],"genre_scores_gemma":[0.8695413,0.019249,0.07931852,0.01564415,0.0003337376,0.002522962,0.000331815,0.0001611026,0.01289733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02152733,"threshold_uncertainty_score":0.05811012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04022623354323843,"score_gpt":0.3384315807072583,"score_spread":0.2982053471640198,"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."}}