{"id":"W2146123191","doi":"10.1111/1541-0064.00007","title":"Innovation in environmental assessment of community‐based projects in sub‐Saharan Africa","year":2003,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"The King's University","funders":"","keywords":"Grassroots; Livelihood; Participatory rural appraisal; Environmental planning; Business; Empowerment; Participatory development; Capacity building; Conceptual framework; Environmental resource management; Economic growth; Citizen journalism; Agriculture; Political science; Geography; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008223386,0.0003591519,0.0004041724,0.002811339,0.0003247806,0.00003379767,0.0004040853,0.0001869166,0.0003560082],"category_scores_gemma":[0.0000548408,0.000402904,0.0001226332,0.00618698,0.001339742,0.0003558644,0.00005873297,0.0005040659,0.000008173525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008708494,"about_ca_system_score_gemma":0.0001193056,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4256127,"about_ca_topic_score_gemma":0.9581809,"domain_scores_codex":[0.9971412,0.0004417173,0.0006903749,0.0003351716,0.0003744259,0.001017145],"domain_scores_gemma":[0.9988583,0.0001034328,0.0002063864,0.0004518561,0.000007512263,0.0003725589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007319979,0.0002629778,0.992612,0.00002429598,0.00002046675,0.00003168513,0.001421145,0.0003505957,0.002629206,0.0004463412,0.0007660105,0.001427965],"study_design_scores_gemma":[0.0007916477,0.0001757414,0.9822637,0.00004221206,0.00001309855,0.000003982616,0.005404203,0.00003370603,0.0004071748,0.0008288464,0.009611567,0.0004241426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867289,0.0002169526,0.000003593452,0.0001139409,0.0001365351,0.0006257531,0.0001337473,0.00001687341,0.01202368],"genre_scores_gemma":[0.9987097,0.000309208,0.0002820021,0.0003499531,0.000006626901,0.0001218676,0.0001324929,0.00003504688,0.00005312461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5325683,"threshold_uncertainty_score":0.9998423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01604049229044663,"score_gpt":0.2302373221095874,"score_spread":0.2141968298191408,"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."}}