{"id":"W7106003491","doi":"10.26021/16068","title":"Māori approaches to supportive communication – living well with mate wareware (dementia).","year":2025,"lang":"en","type":"dissertation","venue":"University of Canterbury Research Repository (University of Canterbury)","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Dementia; Psychological intervention; Augmentative and alternative communication; Focus group; Traditional knowledge; Face (sociological concept); Culturally appropriate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001596037,0.0003023637,0.0006608301,0.001160368,0.007596398,0.00006579323,0.001934205,0.0004840686,0.0003064459],"category_scores_gemma":[0.00001571345,0.0003755578,0.0002302228,0.001089118,0.0009433156,0.0005738487,0.00005630384,0.0007611365,0.00001717864],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039698,"about_ca_system_score_gemma":0.01915285,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4179307,"about_ca_topic_score_gemma":0.8232067,"domain_scores_codex":[0.9952248,0.001526352,0.0003295183,0.0006931741,0.001426317,0.0007997987],"domain_scores_gemma":[0.9958155,0.0003907061,0.0006299897,0.000852172,0.001885985,0.0004257121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002044654,0.0006957117,0.003296163,0.002531298,0.001042494,0.0002123237,0.9665152,0.00005278489,0.0001111069,0.01460624,0.008104413,0.0007875692],"study_design_scores_gemma":[0.0005473745,0.0005364643,0.005092906,0.004055373,0.0004034086,0.000004120426,0.6402068,0.00006167813,0.0006073601,0.00006711499,0.3478531,0.0005642618],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5825429,0.0005613819,0.0002666543,0.0004260732,0.0004268691,0.001549093,0.00008521671,0.00007841685,0.4140634],"genre_scores_gemma":[0.6387259,0.005143631,0.000866817,0.000004828242,0.00006922082,3.239018e-7,0.0002232874,0.00002685617,0.3549391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.405276,"threshold_uncertainty_score":0.9998696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05416715867031133,"score_gpt":0.2881892800617097,"score_spread":0.2340221213913984,"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."}}