{"id":"W7117145645","doi":"10.36939/pawaatamihk/vol2no2/art107","title":"Mentorship, Misrepresentation, and Moving Forward","year":2025,"lang":"en","type":"article","venue":"Pawaatamihk A Journal of Métis Thinkers","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Health Sciences Centre; University of Winnipeg","funders":"","keywords":"Kinship; Indigenous; Mentorship; Politics; Psychological resilience; Grounded theory","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001389883,0.0001312554,0.0002426649,0.0002651729,0.0001178906,0.00005145115,0.0002451087,0.0001004537,0.0002378917],"category_scores_gemma":[0.0002541395,0.0001145195,0.00007140757,0.0001996688,0.00005631066,0.000150273,0.00007467721,0.0003409085,0.00001973504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009039803,"about_ca_system_score_gemma":0.00007601974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005164056,"about_ca_topic_score_gemma":0.000002049695,"domain_scores_codex":[0.9985348,0.0001399345,0.0005592123,0.0001821605,0.0002782301,0.0003056398],"domain_scores_gemma":[0.9990245,0.0002566881,0.0003141144,0.0001579401,0.0001018842,0.000144887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004841318,0.0002636202,0.324227,0.0001877613,0.00209808,0.0002523765,0.03341161,0.00004976227,0.002524258,0.04623982,0.4367297,0.1535319],"study_design_scores_gemma":[0.00796637,0.0003505423,0.3330135,0.001228045,0.0004886701,0.0004583131,0.02203855,0.00008456822,0.002858462,0.01989662,0.6108655,0.0007508597],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245515,0.007866887,0.008413322,0.008018852,0.01230248,0.0002794954,0.000006201012,0.00005823411,0.03850298],"genre_scores_gemma":[0.9826604,0.0003584925,0.003028894,0.0007854401,0.0002369739,0.000009186399,0.000002515643,0.00001574552,0.01290241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1741358,"threshold_uncertainty_score":0.466997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01724153068542119,"score_gpt":0.3299670493881831,"score_spread":0.3127255187027619,"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."}}