{"id":"W2163558962","doi":"10.1093/cdj/bsp002","title":"Juxtaposing doers and helpers in development","year":2009,"lang":"en","type":"article","venue":"Community Development Journal","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Typology; Poverty; CLARITY; Variety (cybernetics); Community development; Sociology; Government (linguistics); Face (sociological concept); Public relations; Political science; Economic growth; Social science; Economics","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":[0.001707965,0.0001611169,0.000312285,0.0003904759,0.001020741,0.0001236913,0.0003059332,0.00009652119,0.00005641738],"category_scores_gemma":[0.00006751127,0.0001834256,0.00003443853,0.0002457471,0.00003867098,0.0002875713,0.0001504522,0.0008023183,0.00007428357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003668633,"about_ca_system_score_gemma":0.0001055167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004859502,"about_ca_topic_score_gemma":0.0001027575,"domain_scores_codex":[0.9986494,0.00004726614,0.000766036,0.0001442886,0.00004891881,0.0003440733],"domain_scores_gemma":[0.9994222,0.00002783977,0.000250305,0.0001682654,0.00002945969,0.0001019624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001344852,0.001025362,0.2696932,0.00008204181,0.0000712109,0.000106274,0.1390721,0.00005137819,0.002017574,0.01702162,0.001718164,0.5690066],"study_design_scores_gemma":[0.001123132,0.00007007346,0.8388118,0.0002483702,0.000001436023,0.00009094046,0.001202037,0.00002367748,0.001402161,0.01115651,0.1454042,0.0004655889],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871836,0.00225972,0.001769218,0.0005439149,0.0002003549,0.00008843438,0.000001133647,0.00001555526,0.007938013],"genre_scores_gemma":[0.9872618,0.0005986791,0.01113927,0.0006953111,0.00003179106,0.000002542648,0.000006353867,0.00001027458,0.0002539812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5691186,"threshold_uncertainty_score":0.7850818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05164186195498454,"score_gpt":0.2389692607560426,"score_spread":0.187327398801058,"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."}}