{"id":"W4400136076","doi":"10.1108/dpm-11-2023-0315","title":"Artefacts of disaster risk reduction: conceptualizing bottom-up initiatives of climate action in informal settlements","year":2024,"lang":"en","type":"article","venue":"Disaster Prevention and Management An International Journal","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Concordia University; Université de Montréal","funders":"International Development Research Centre","keywords":"Disaster risk reduction; Vulnerability (computing); Agency (philosophy); Public relations; Narrative; Action (physics); Political science; Collective action; Sociology; Environmental planning; Geography; Social science; Politics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008403554,0.0001034951,0.0001242374,0.0004313508,0.0001190377,0.0002619392,0.0002323802,0.0000382787,0.0003233407],"category_scores_gemma":[0.00001519469,0.00009636438,0.00008294831,0.000181104,0.0001903708,0.002778501,0.000116953,0.0001411014,0.000006053324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005114458,"about_ca_system_score_gemma":0.00002775381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003201544,"about_ca_topic_score_gemma":0.0001030968,"domain_scores_codex":[0.9983819,0.0002132748,0.0004960569,0.000172481,0.000549903,0.000186361],"domain_scores_gemma":[0.9994787,0.00002085629,0.0002777423,0.00007495782,0.00008429434,0.00006342311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000405329,0.0005135396,0.03521264,0.0005151272,0.0007724528,0.00003573311,0.1525492,0.0001489043,0.0002167045,0.2122889,0.0005170997,0.5968244],"study_design_scores_gemma":[0.004733153,0.000688028,0.285835,0.003438258,0.000383947,0.00003369212,0.6160038,0.002020915,0.000272113,0.01496374,0.07086743,0.0007599212],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507233,0.0001320973,0.002284529,0.0002108413,0.002424874,0.0002855531,0.00001596932,0.0000240255,0.04389884],"genre_scores_gemma":[0.9903768,0.006768624,0.0002934763,0.00002478289,0.000177278,0.000009592442,0.00002643726,0.000007164731,0.002315791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5960645,"threshold_uncertainty_score":0.3929625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0328198282195939,"score_gpt":0.3792742792588179,"score_spread":0.346454451039224,"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."}}