{"id":"W7128772002","doi":"10.1002/ss.70025","title":"Introduction to Indigenous Student Affairs","year":2025,"lang":"en","type":"article","venue":"New Directions for Student Services","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Student affairs; Indigenous; Conversation; Narrative; Style (visual arts); Higher education","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006247942,0.0001512541,0.0001956329,0.0003727696,0.009022987,0.0002213676,0.0004565631,0.0001159793,0.0001242168],"category_scores_gemma":[0.000004005054,0.0001431088,0.00008991496,0.0009748713,0.00004170941,0.0002254864,0.00000625904,0.0001032015,0.0001215153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006159432,"about_ca_system_score_gemma":0.003942909,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1564612,"about_ca_topic_score_gemma":0.9259886,"domain_scores_codex":[0.9982449,0.0001131337,0.0003109989,0.0004296332,0.000389229,0.000512095],"domain_scores_gemma":[0.9990069,0.00009327381,0.00009516544,0.0002876193,0.0003002529,0.0002167982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002845277,0.0007023505,0.005685315,0.00008972715,0.000134181,3.004564e-7,0.8933739,0.00007111089,0.000008628025,0.09124071,0.004949559,0.003715773],"study_design_scores_gemma":[0.0002058837,0.00008089747,0.01388434,0.00002549453,0.00005882294,3.172755e-7,0.07851627,6.422537e-7,0.00009280136,0.0006441774,0.9063539,0.0001364524],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7309061,0.0009401141,0.0007745997,0.01305255,0.01626031,0.004650798,0.00001561792,0.0005311487,0.2328687],"genre_scores_gemma":[0.4271002,0.008107726,0.002681359,0.0009123575,0.01768812,0.0003524464,0.00009049823,0.00006096781,0.5430063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9014043,"threshold_uncertainty_score":0.9922671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008382307704170967,"score_gpt":0.3475500744030349,"score_spread":0.3391677666988639,"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."}}