{"id":"W4406435274","doi":"10.1177/14687941241306234","title":"Indigenizing collaborative methods in studying human–water relations in the Syilx Okanagan Territory of British Columbia, Canada","year":2025,"lang":"en","type":"article","venue":"Qualitative Research","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Geography; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.02519314,0.00008594751,0.0004224548,0.0003079152,0.003929784,0.00002584707,0.0003574138,0.000149796,0.0001859337],"category_scores_gemma":[0.001591077,0.00009014861,0.00002935252,0.001478155,0.0003018228,0.00007614181,0.0003409639,0.001580039,0.00000819736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001939449,"about_ca_system_score_gemma":0.003521724,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9916294,"about_ca_topic_score_gemma":0.9998477,"domain_scores_codex":[0.973416,0.02375732,0.0008565414,0.0003067388,0.000445692,0.001217731],"domain_scores_gemma":[0.9880215,0.01063185,0.0001078033,0.0002440174,0.0009568635,0.00003800373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001652493,0.0001248077,0.1503503,0.000225125,0.00007472944,0.00003390846,0.8309209,0.000008890704,0.0001864262,0.00177608,0.01593791,0.0003443885],"study_design_scores_gemma":[0.0005191881,0.00009254735,0.1583918,0.0002151289,0.000004593747,1.665947e-7,0.8301027,0.000005174763,0.00001081771,0.003109268,0.007473113,0.00007548448],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590389,0.0005251393,0.00005035755,0.001986227,0.0002165092,0.002353,0.0000944718,0.00000719979,0.03572816],"genre_scores_gemma":[0.9886456,0.00003692666,0.0006939998,0.0002788919,0.00003981368,0.0009885338,0.0000205473,0.00001333383,0.009282368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02960665,"threshold_uncertainty_score":0.997367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2403435542272629,"score_gpt":0.6232601032350691,"score_spread":0.3829165490078063,"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."}}