{"id":"W4309684712","doi":"10.1111/disa.12571","title":"Gaps in humanitarian WASH response: perspectives from people affected by crises, practitioners, global responders, and the literature","year":2022,"lang":"en","type":"article","venue":"Disasters","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Sanitation; Hygiene; Staffing; Psychological intervention; Focus group; Intervention (counseling); Business; Environmental health; Public relations; Medicine; Nursing; Political science; Marketing","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":[0.0004150273,0.0001688744,0.0002003937,0.0001046934,0.0005190962,0.000303904,0.0002190209,0.00005236937,0.000164287],"category_scores_gemma":[0.0001635314,0.0001423683,0.00006923865,0.00052938,0.0001388129,0.0003163209,0.0001445463,0.0003776049,0.00000390359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002942075,"about_ca_system_score_gemma":0.0000136455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008448493,"about_ca_topic_score_gemma":0.000493717,"domain_scores_codex":[0.9974321,0.001460908,0.0001839539,0.0003916829,0.0002781298,0.0002532837],"domain_scores_gemma":[0.9992213,0.0003501328,0.00008143243,0.0002569627,0.00002932495,0.00006089926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.1175998,0.001563075,0.02164804,0.00007802517,0.0001732562,0.0001235661,0.551906,0.00005741438,0.004365771,0.003500853,0.2985048,0.0004794499],"study_design_scores_gemma":[0.02513862,0.000541319,0.6072716,0.0002237568,0.000133712,0.0001190401,0.3121566,0.0001445232,0.0003609589,0.009123961,0.04394785,0.0008380123],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557518,0.003199133,0.000006577061,0.03900361,0.0003990982,0.0004485258,0.0008386489,0.00006408434,0.0002885703],"genre_scores_gemma":[0.9974942,0.00002627334,0.00002858873,0.001673374,0.00008094485,0.00006481518,0.000462963,0.00001857399,0.0001502187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5856236,"threshold_uncertainty_score":0.580561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006037437834342498,"score_gpt":0.2544959838297726,"score_spread":0.2484585459954301,"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."}}