{"id":"W4406259049","doi":"10.3138/cjpe-2024-0034","title":"Old Knowledge, New Tools: Applying an Indigenous Approach to Social Network Analysis","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Honour; Traditional knowledge; Social network analysis; Work (physics); Indigenous education; Value (mathematics); Scale (ratio); Process (computing); Sociology; Data science; Computer science; Geography; Social science; Engineering; Cartography; Archaeology; Ecology; Social capital","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.05593282,0.0006947035,0.0006490926,0.00736563,0.007049325,0.009958641,0.002014848,0.0008490458,0.003382118],"category_scores_gemma":[0.05687179,0.0005992291,0.0005692532,0.004332878,0.0110483,0.009799142,0.008472531,0.002625708,0.0002814802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00838345,"about_ca_system_score_gemma":0.01123892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03968364,"about_ca_topic_score_gemma":0.06866172,"domain_scores_codex":[0.9490587,0.04504607,0.001002698,0.001165686,0.002948101,0.000778742],"domain_scores_gemma":[0.9329258,0.0551082,0.002368351,0.003785146,0.004683628,0.001128824],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006164993,0.0002204344,0.01800854,0.0008826437,0.0001658712,0.000420098,0.5183278,0.00174922,0.0009384611,0.2150987,0.002560299,0.2415663],"study_design_scores_gemma":[0.00004694395,0.0002462663,0.01882967,0.001877111,0.0001711612,0.0003727656,0.5660007,0.0180561,0.001580277,0.2965315,0.09614465,0.0001428786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1979797,0.002056442,0.6730589,0.01865888,0.0003546748,0.002608651,0.000361374,0.0005202565,0.1044012],"genre_scores_gemma":[0.5841069,0.001624473,0.4052523,0.0007959807,0.00009245344,0.002006845,0.0001087958,0.0001278643,0.005884444],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9929507,"threshold_uncertainty_score":0.2958046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4286737827294158,"score_gpt":0.5489013155159965,"score_spread":0.1202275327865808,"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."}}