{"id":"W4407779157","doi":"10.1080/2373566x.2024.2444639","title":"“Study us to Life”: Reflections from an Indigenous Community-Engaged Research Workshop &amp; the Future of University-Community Research Relationships","year":2025,"lang":"en","type":"article","venue":"GeoHumanities","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Indigenous; Sociology; Engineering ethics; Engineering; Ecology; Biology","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":[0.05286557,0.00145372,0.001445935,0.002090206,0.06334572,0.02288355,0.008290305,0.01527834,0.005080107],"category_scores_gemma":[0.06550611,0.001346888,0.001957364,0.001805637,0.0493992,0.01554526,0.03437541,0.03929029,0.001218149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01103452,"about_ca_system_score_gemma":0.01759616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02340061,"about_ca_topic_score_gemma":0.03714731,"domain_scores_codex":[0.9204268,0.06518392,0.0008822543,0.001750162,0.003752754,0.008004023],"domain_scores_gemma":[0.9521129,0.02753714,0.002002453,0.00192039,0.004182406,0.01224465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001234078,0.00007361011,0.0002445634,0.00006202916,0.00000419831,0.001163441,0.9877281,0.00003518898,0.0002219211,0.004096981,0.003429987,0.002927735],"study_design_scores_gemma":[0.000003625424,0.0000273903,0.0001754276,0.00009585122,0.000003197174,0.0002869544,0.9688608,0.00005341262,0.0001531203,0.001361245,0.0289532,0.00002578013],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5630776,0.005940539,0.01298066,0.3401733,0.007538691,0.0009627147,0.0001628609,0.0003164799,0.06884703],"genre_scores_gemma":[0.9178438,0.003047076,0.004934337,0.04178338,0.00127499,0.0006536985,0.0000507592,0.0003430374,0.030069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9366543,"threshold_uncertainty_score":0.2795832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4910150815996265,"score_gpt":0.4879882604518223,"score_spread":0.003026821147804226,"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."}}