{"id":"W4400145020","doi":"10.46827/ejsss.v10i1.1728","title":"EXAMINING THE NEXUS BETWEEN SERVICE DELIVERY EFFICIENCY AND SUSTAINABLE OPERATION OF COFFEE WASHING STATIONS IN GASHONGA SECTOR, RUSIZI DISTRICT, RWANDA","year":2024,"lang":"en","type":"article","venue":"European Journal of Social Sciences Studies","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Nexus (standard); Business; Service delivery framework; Service (business); Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007678604,0.0001710862,0.0001573171,0.0008599226,0.0004829346,0.000990413,0.0002722833,0.0002041002,0.001855345],"category_scores_gemma":[0.002514679,0.0001953796,0.0002154201,0.00108202,0.0005504838,0.0005274714,0.0006880721,0.0002958567,0.0001668676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303254,"about_ca_system_score_gemma":0.001663943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01710188,"about_ca_topic_score_gemma":0.03962678,"domain_scores_codex":[0.9992179,0.0002788794,0.00004768658,0.00009074791,0.0001138317,0.0002509505],"domain_scores_gemma":[0.9984102,0.0005771345,0.0005928811,0.00004475303,0.00022345,0.0001516218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005290281,0.000101641,0.9737644,0.00009985956,0.00005006365,0.0004161341,0.006066675,0.0004824226,0.001734474,0.0006802993,0.0002346842,0.01631643],"study_design_scores_gemma":[0.000001510351,0.0001038244,0.980822,0.00003928913,0.00002434117,0.000104979,0.01710155,0.0005144494,0.0002307466,0.0001022878,0.0009494827,0.000005390431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989815,0.00006194328,0.00006903,0.00006813656,0.000001431743,0.000006036291,0.00002556415,0.000001335789,0.0007850762],"genre_scores_gemma":[0.9996068,0.00005052039,0.00006532414,0.00000449589,0.000001248105,0.000003424931,0.00001486369,5.648347e-7,0.0002529141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01710188,"threshold_uncertainty_score":0.03400469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1001200403764877,"score_gpt":0.3401672702661702,"score_spread":0.2400472298896825,"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."}}