{"id":"W4408456531","doi":"10.14361/9783839476031-004","title":"Not Another Shelter. Traps of Solutionism in Humanitarian Design","year":2025,"lang":"en","type":"book-chapter","venue":"Design","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Orta Doğu Teknik Üniversitesi; International Development Research Centre","keywords":"Gender studies; Political science; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006467279,0.0005418121,0.0008011871,0.0006477284,0.0002542531,0.0001690448,0.0004369761,0.0003734422,0.008398844],"category_scores_gemma":[0.0000268424,0.000542403,0.0002906021,0.00002652453,0.0004554222,0.0001623731,0.00004846,0.0004414725,0.0002917016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001269311,"about_ca_system_score_gemma":0.0002973557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002664833,"about_ca_topic_score_gemma":0.0006338024,"domain_scores_codex":[0.9977322,0.0001376887,0.0008030148,0.000548354,0.0003694273,0.0004092869],"domain_scores_gemma":[0.9985389,0.0003772858,0.0003049946,0.0005629555,0.0001589065,0.00005693285],"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":[0.0001848229,0.00008866894,5.236934e-7,0.0001210474,0.0001280417,0.00004929718,0.007811349,0.00004543933,0.0001288065,0.8790417,0.1058965,0.006503782],"study_design_scores_gemma":[0.0008689847,0.0003969563,0.00001245274,0.0006183778,0.0001785988,0.000003627193,0.0002311689,0.0002885434,0.0003825376,0.11036,0.8858601,0.0007985473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003429201,0.001041775,0.0554169,0.0001467705,0.00092034,0.001128586,0.0001459022,0.0001300847,0.9410662],"genre_scores_gemma":[0.01224641,0.000154585,0.001531838,0.0007258515,0.0006295259,0.00006110416,0.00004599204,0.0001231579,0.9844815],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7799637,"threshold_uncertainty_score":0.9997028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103102577528664,"score_gpt":0.2385655494048213,"score_spread":0.1282552916519548,"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."}}