{"id":"W2068852596","doi":"10.1108/20450621111187344","title":"Road to Kamaka: the struggles of poverty and desertification","year":2011,"lang":"en","type":"article","venue":"Emerald Emerging Markets Case Studies","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Sustainability; Local community; Stakeholder; Poverty; Context (archaeology); Work (physics); Sustainable development; Community development; Business; Public relations; Economic growth; Environmental resource management; Environmental planning; Political science; Engineering; Geography; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003375624,0.000120465,0.0001529542,0.00001285224,0.0003977509,0.00001448045,0.0001304788,0.00002971798,0.000303472],"category_scores_gemma":[0.0001084008,0.00003212133,0.0000422916,0.0003031654,0.00008155679,0.00008654211,0.0001883798,0.00007239922,0.000009667289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001061199,"about_ca_system_score_gemma":0.000002927927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009448857,"about_ca_topic_score_gemma":0.0007381748,"domain_scores_codex":[0.9991273,0.00008373847,0.0002028688,0.0002052445,0.0001690951,0.0002116965],"domain_scores_gemma":[0.999577,0.0001142602,0.00005612163,0.00005601324,0.0001380784,0.00005856695],"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":[0.0002116715,0.0001255919,0.01968264,0.00007558144,0.0003984094,0.0001804446,0.01332091,7.225487e-7,0.04798799,0.001176144,0.2297628,0.6870771],"study_design_scores_gemma":[0.00008684314,0.0001470837,0.9586467,0.00004805571,0.00003066499,0.0001506819,0.00869146,0.00001083379,0.004666124,0.0008047372,0.02647582,0.0002410695],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815495,0.001289262,0.000001330248,0.01490549,0.00007324978,0.000244532,0.000008450258,0.00002636873,0.001901807],"genre_scores_gemma":[0.997363,0.0007404347,0.0001469359,0.0005317468,0.00006305968,0.00003036556,0.000004783168,7.466136e-7,0.001118881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.938964,"threshold_uncertainty_score":0.3322806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0575286877586755,"score_gpt":0.2765935975579654,"score_spread":0.2190649097992899,"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."}}