{"id":"W2912635964","doi":"","title":"Transforming sanitation coverage: civic champions inspire sustainable change in Cambodia","year":2014,"lang":"en","type":"article","venue":"Loughborough University Institutional Repository (Loughborough University)","topic":"Cambodian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Sanitation; Business; Transformational leadership; Coaching; Incentive; Transformative learning; Public relations; Latrine; Marketing; Economic growth; Environmental planning; Political science; Geography; Economics; Sociology; Engineering; Management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019362,0.0001970948,0.00009421621,0.0004121894,0.002586023,0.001825019,0.0005429211,0.0005669238,0.006682278],"category_scores_gemma":[0.001708517,0.0001256413,0.0001015543,0.0003567264,0.001664981,0.0007431835,0.002863746,0.0007120747,0.000296736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002662557,"about_ca_system_score_gemma":0.00443625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127505,"about_ca_topic_score_gemma":0.03800115,"domain_scores_codex":[0.9991367,0.0005528029,0.000009079538,0.00003318852,0.000041722,0.0002265343],"domain_scores_gemma":[0.9989145,0.0002735555,0.00007046965,0.00005874325,0.00006187641,0.00062079],"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":[0.0004831981,0.003941556,0.1655087,0.001224696,0.00005473271,0.003129822,0.2019318,0.001917589,0.01570951,0.01814925,0.02669727,0.5612518],"study_design_scores_gemma":[0.000384881,0.004118573,0.4666257,0.0009194487,0.00005581551,0.0005274293,0.2992983,0.003142169,0.01017548,0.005667334,0.2090319,0.00005308271],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635063,0.0001685795,0.0007135544,0.005711932,0.00003456164,0.0003886548,0.00004539204,0.00003204465,0.02939889],"genre_scores_gemma":[0.9941163,0.0001378657,0.001283202,0.0002890871,0.000009031108,0.0001515427,0.0000307907,0.000005613352,0.00397657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127505,"threshold_uncertainty_score":0.02241886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463019501496032,"score_gpt":0.2221738542835789,"score_spread":0.2075436592686186,"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."}}