{"id":"W2795250362","doi":"","title":"Participatory communication to improve natural resource management in peri-urban Kumasi, Ghana","year":2005,"lang":"en","type":"other","venue":"CGSPace A Repository of Agricultural Research Outputs (Consultative Group for International Agricultural Research)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Peri; Environmental planning; Natural resource management; Natural resource; Geography; Environmental resource management; Business; Water resource management; Environmental science; Computer science; Ecology; Medicine; World Wide Web; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00346427,0.0005710844,0.0007119164,0.001037909,0.00110203,0.0005206816,0.002795783,0.0005424891,0.000220163],"category_scores_gemma":[0.002822499,0.0003855027,0.0003445003,0.001765395,0.00168105,0.0006801852,0.001004093,0.00188602,0.0001113528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002580263,"about_ca_system_score_gemma":0.0002153803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008078794,"about_ca_topic_score_gemma":0.01528248,"domain_scores_codex":[0.9899085,0.002075397,0.000907191,0.001220888,0.004189039,0.001698991],"domain_scores_gemma":[0.9932655,0.001277278,0.0005700568,0.0005781829,0.003749118,0.000559905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003604059,0.0002859853,0.0002145934,0.0001760047,0.0004741327,0.00002485522,0.02031391,0.00001495755,0.006810325,0.0294036,0.9375834,0.004337817],"study_design_scores_gemma":[0.001142064,0.0003184926,0.05638876,0.001182207,0.00002999307,0.00000483656,0.06191942,0.000004523652,0.001795953,0.0001462947,0.8764651,0.0006022971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1257324,0.005131735,0.00001332399,0.0182069,0.001946288,0.01105643,0.0007624632,0.0003073855,0.8368431],"genre_scores_gemma":[0.2703571,0.0004786869,0.001346831,0.00006293598,0.001968003,0.001137224,0.0004563878,0.000123019,0.7240698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1446247,"threshold_uncertainty_score":0.9998597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04634552955190024,"score_gpt":0.3666185473289993,"score_spread":0.3202730177770991,"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."}}