{"id":"W4408122250","doi":"10.1080/02681102.2025.2472495","title":"Indigenous knowledge and information technology for sustainable development","year":2025,"lang":"en","type":"article","venue":"Information Technology for Development","topic":"Indigenous Knowledge Systems and Agriculture","field":"Agricultural and Biological Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Sustainable development; Knowledge management; Information technology; Traditional knowledge; Indigenous; Business; Environmental planning; Environmental resource management; Political science; Computer science; Geography; Environmental science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002860556,0.0003211492,0.0006350181,0.001414687,0.003697481,0.007343521,0.001121723,0.003674333,0.005880265],"category_scores_gemma":[0.005101784,0.0001516223,0.0005671622,0.001530612,0.01195516,0.006957088,0.004148136,0.004880433,0.0006762726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003781938,"about_ca_system_score_gemma":0.006064077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005889458,"about_ca_topic_score_gemma":0.01099301,"domain_scores_codex":[0.9969934,0.001215291,0.0001864271,0.0003265942,0.0009287421,0.0003495396],"domain_scores_gemma":[0.996911,0.002013332,0.0002204541,0.0002121229,0.0004257291,0.0002173889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000120869,0.00002463293,0.0003284044,0.001071187,0.00003028666,0.0005935643,0.01847071,0.000304436,0.0007976312,0.8464058,0.03982605,0.09213513],"study_design_scores_gemma":[0.00000181215,0.00001273542,0.0003865419,0.001268347,0.00001414175,0.0003668208,0.004980828,0.0002067505,0.0003552366,0.2178325,0.7745556,0.00001873938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01224377,0.3207239,0.02080579,0.3387156,0.02320929,0.00006720134,0.00008667422,0.0001397738,0.284008],"genre_scores_gemma":[0.3516337,0.4779115,0.01989199,0.04112137,0.02164585,0.00013367,0.000160339,0.000161466,0.08734013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9963025,"threshold_uncertainty_score":0.02744007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004771331652057079,"score_gpt":0.2050565550901577,"score_spread":0.2002852234381007,"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."}}