{"id":"W7161795173","doi":"10.82308/13027","title":"Meritocratically informed poverty governance: A case study of Manitoba's poverty reduction strategy","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Social Policy and Reform Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Poverty; Meritocracy; Framing (construction); Poverty reduction; Culture of poverty; Corporate governance; Basic needs; Measuring poverty","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003137234,0.0003083927,0.000405458,0.001403215,0.03088927,0.003990042,0.002348389,0.001891118,0.002386496],"category_scores_gemma":[0.003969084,0.0003863499,0.0002589982,0.003529719,0.009233122,0.001051042,0.003227234,0.002885377,0.0002293877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08639044,"about_ca_system_score_gemma":0.09516314,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9437904,"about_ca_topic_score_gemma":0.9846215,"domain_scores_codex":[0.9971425,0.001419478,0.00004051405,0.0001510851,0.0003662411,0.0008801064],"domain_scores_gemma":[0.9969531,0.001254819,0.0002130684,0.000141824,0.000831144,0.000605975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005638022,0.0001835741,0.01994522,0.0001311062,0.00001459966,0.005911035,0.925929,0.0004775074,0.001487081,0.02830799,0.003742218,0.01381434],"study_design_scores_gemma":[0.000009212086,0.00005287012,0.01078617,0.0001378112,0.00001455271,0.0002544226,0.942834,0.0005227411,0.0004558966,0.001187797,0.04372401,0.00002049756],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680336,0.0004768491,0.0009836401,0.00767012,0.00004552954,0.0001950592,0.00009561388,0.00001252042,0.02248712],"genre_scores_gemma":[0.985885,0.0005881194,0.001337986,0.0008781017,0.000009427446,0.00008942354,0.00004668151,0.0000142814,0.01115097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08639044,"threshold_uncertainty_score":0.6268095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03495949355600764,"score_gpt":0.3667655522466081,"score_spread":0.3318060586906004,"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."}}