{"id":"W4415586547","doi":"10.21083/crrf.v29i1.7721","title":"Rural Opportunities – Natural ResourceDevelopment","year":2025,"lang":"","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multitude; Natural resource; Corporate governance; Natural resource management; Sustainable development; Rural area; Sustainability; Collaborative governance","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004669281,0.0002679842,0.000266989,0.0003417951,0.001026625,0.0003043776,0.0006765762,0.0001491767,0.001530272],"category_scores_gemma":[0.0002056652,0.0002282749,0.0001266267,0.000929839,0.0004295667,0.0007671948,0.0002790114,0.0001683903,0.00009121269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157759,"about_ca_system_score_gemma":0.0003063939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01515977,"about_ca_topic_score_gemma":0.05475457,"domain_scores_codex":[0.9982495,0.00002475394,0.0006083686,0.0002604586,0.0003941901,0.0004627445],"domain_scores_gemma":[0.9990237,0.00002112508,0.0004622641,0.0001511677,0.0001763529,0.0001653535],"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":[0.00008257356,0.00007978719,0.368306,0.000866836,0.0003027078,8.356286e-7,0.002079683,0.00021654,0.001866951,0.4135186,0.1017492,0.1109302],"study_design_scores_gemma":[0.0005906981,0.00006359179,0.6300948,0.0007740358,0.0002308251,0.000004626996,0.003965175,0.00144028,0.0007120087,0.005284511,0.3563768,0.0004626253],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7693244,0.0005293437,0.00004524179,0.02670905,0.002756713,0.002247042,0.00001838671,0.00004586715,0.198324],"genre_scores_gemma":[0.9342566,0.0003600241,0.00007205737,0.0007074332,0.00004795986,0.00003667189,0.00004200101,0.00001517006,0.0644621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4082341,"threshold_uncertainty_score":0.9993824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269235015011094,"score_gpt":0.2196062559084616,"score_spread":0.2069139057583506,"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."}}