{"id":"W1577265260","doi":"","title":"COMMUNITY PARTICIPATORY SUSTAINABLE LAND MANAGEMENT BYELAW FORMULATION IN THE HIGHLANDS OF CENTRAL ETHIOPIA","year":2014,"lang":"en","type":"article","venue":"TSpace","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ethiopian Institute of Agricultural Research; International Development Research Centre","keywords":"Stakeholder; Citizen journalism; Business; Environmental planning; Government (linguistics); Environmental resource management; Stakeholder engagement; Stakeholder analysis; Political science; Public relations; Economics; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007560751,0.000051771,0.00006660289,0.000006524335,0.000193494,0.00003139757,0.0001531964,0.00003513145,0.00007907626],"category_scores_gemma":[0.00003076351,0.00001491405,0.00001949754,0.0003010781,0.00001971566,0.0001252808,0.00003922139,0.0001325403,0.00000286651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001147983,"about_ca_system_score_gemma":0.000001269662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002501674,"about_ca_topic_score_gemma":0.001484749,"domain_scores_codex":[0.9993019,0.0002604005,0.0001131643,0.00005527067,0.0001055994,0.0001636399],"domain_scores_gemma":[0.9995863,0.000227308,0.00007646833,0.00005209836,0.00004212441,0.00001563557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001777456,0.0009066485,0.3567754,0.000225726,0.00005828206,0.000008166216,0.02915278,0.0004432965,0.01477542,0.5471585,0.008644828,0.04167311],"study_design_scores_gemma":[0.0001011381,0.000099349,0.9201921,0.000008469158,0.00000847227,7.020143e-7,0.01743346,0.0001410405,0.0002290261,0.001199839,0.06052825,0.00005821417],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983635,0.00001583814,0.00001033507,0.003478228,0.0000182133,0.0001286858,8.127718e-7,0.00001125254,0.01270163],"genre_scores_gemma":[0.9987907,0.00000993812,0.00002883663,0.0001792368,0.00003974046,0.000007008679,0.00002796537,2.339093e-7,0.000916273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5634166,"threshold_uncertainty_score":0.3781798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05778194789348882,"score_gpt":0.3141443740341148,"score_spread":0.2563624261406259,"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."}}