{"id":"W4317434515","doi":"10.1186/s12939-022-01763-9","title":"Five ways ‘health scholars’ are complicit in upholding health inequities, and how to stop","year":2023,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Michael Smith Health Research BC","keywords":"Oppression; Health equity; Health policy; Equity (law); Public relations; Mental health; Sociology; Workforce; Public health; Health services research; Political science; Psychology; Medicine; Health care; Law; Nursing; Psychiatry; Politics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1193257,0.00152461,0.001682595,0.005877991,0.02861829,0.05714025,0.005802637,0.02422212,0.003708063],"category_scores_gemma":[0.1127272,0.001306903,0.001772981,0.003443884,0.2639958,0.062358,0.03101278,0.03886848,0.001203036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01735909,"about_ca_system_score_gemma":0.03842406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007331595,"about_ca_topic_score_gemma":0.008480398,"domain_scores_codex":[0.8955228,0.07721525,0.00311442,0.004914659,0.01109963,0.008133146],"domain_scores_gemma":[0.8727062,0.08001908,0.008697005,0.0154593,0.00983702,0.01328147],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003541912,0.0000422889,0.001177319,0.0002183556,0.00002571687,0.0001270251,0.1481868,0.0001113421,0.0001592204,0.825312,0.01217412,0.01243042],"study_design_scores_gemma":[0.00004816316,0.00007142139,0.0004127501,0.0009330825,0.00003458614,0.0001817108,0.1544638,0.0002595502,0.0003777143,0.7064387,0.1366895,0.00008903799],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01591012,0.01215292,0.0129438,0.9105594,0.005861886,0.0001026877,0.0000213689,0.0002463109,0.04220156],"genre_scores_gemma":[0.7663335,0.007188255,0.02148649,0.1908985,0.00315973,0.0003465857,0.0000379199,0.0002602937,0.01028872],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8806743,"threshold_uncertainty_score":0.631062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3593677844762302,"score_gpt":0.5937198426853628,"score_spread":0.2343520582091326,"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."}}